- PTAB · Nov 19, 2025 · IPR2025-00842 · APJ Steven M Amundson · IPR · Institution
The Board instituted review of claims 1–10 and 12–20 on all petitioned grounds, finding a reasonable likelihood that at least one challenged claim would be unpatentable.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“to institute an inter partes review. We may institute an inter partes review only if “the information presented in the petition filed under section 311 and any response filed under section 313 shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a) (2024). The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018- 01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). Based on the current record and for the reasons explained below, Petitioner has shown that there is a reasonable likelihood that it would prevail with respect to at least one of the challenged claims. Thus, we institute an inter partes review of claims 1–10 and 12–20 in the ’084 patent on all challenges included in the Petition.” slip op. at 2
- BurdenDecided for petitioner
“The Board’s rules require that a petition provide “a statement of the precise relief requested for each claim challenged,” including “specify[ing] where each element of the claim is found in the prior art patents or printed publications relied upon.” 37 C.F.R. § 42.104(b)(4). The Board’s rules also require that a petition include “a detailed explanation of the significance of the evidence.” 37 C.F.R. § 42.22(a)(2). Contrary to Patent Owner’s assertions, the Petition satisfies these rules. See Pet. 1, 20–119. Under the heading “Statement of Precise Relief Requested,” the Petition provides the following table:” slip op. at 20
- Skill levelSkill level petitioner adoptedDecided for petitioner
“earliest priority date “would have had a Bachelor’s degree in electrical or computer engineering, or a comparable field of study, plus approximately two to three years of professional experience with acoustic technology.” Pet. 5. Petitioner also asserts that “[a]dditional graduate education could substitute for professional experience, and significant experience in the field could substitute for formal education.” Id. at 5–6. Dr. Kyriakakis’s testimony supports Petitioner’s assertions. See Ex. 1003 ¶¶ 34–35. For purposes of the Preliminary Response only, Patent Owner relies on the Petitioner’s description of an ordinarily skilled artisan. Prelim. Resp. 11. Based on the current record and for purposes of this decision, we accept Petitioner’s description of an ordinarily skilled artisan because it comports with the technology and claims of the ’084 patent as well as the asserted references. See, e.g., Ex. 1001, 1:12–3:62, 36:49–39:8, code (57); infra §§ III.E.1–III.E.2.” slip op. at 15
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“4. DISCUSSION “[O]nly those terms need be construed that are in controversy, and only to the extent necessary to resolve the controversy.” Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999); see Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017). Based on the current record, we determine that no claim term, phrase, or limitation requires an explicit construction to decide whether Petitioner satisfies the “reasonable likelihood” standard for instituting trial.” slip op. at 17
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,197,084 - PTAB · Nov 19, 2025 · IPR2025-00843 · APJ St John Courtenay III · IPR · Institution
The Board instituted IPR on claims 1–12, 14, and 16–20 on all four grounds, finding a reasonable likelihood that claim 1 is obvious over Li and Liao.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“review. See 35 U.S.C. § 314 (2024); 37 C.F.R. § 42.4(a) (2025). Under 35 U.S.C. § 314(a), we may not authorize an inter partes review unless the information in the petition and the preliminary response “shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential).” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“contends that a “person of ordinary skill in the art (“POSITA”) at the ’582 Patent’s earliest priority date (January 5, 2019), would have had a Bachelor’s degree in electrical or computer engineering, or a comparable field of study, plus approximately two to three years of professional experience with acoustic technology.” Pet. 6 (citing Ex. 1003 ¶¶ 34–36). Petitioner notes that “[a]dditional graduate education could substitute for professional experience, and significant experience in the field could substitute for formal education.” Id. At this stage, Patent Owner states that “[f]or the purposes of this Preliminary Response only, Patent Owner relies on the definition proposed by Petitioner because Petitioner has not shown that any challenged claims are unpatentable given this level of skill.” Prelim. Resp. 10. For purposes of this Decision on Institution, we adopt Petitioner’s definition of the level of ordinary skill in the art, because we are satisfied that it comports with the level of skill necessary to understand and implement the teachings of the ’582 patent and the asserted prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (explaining that the prior art itself can reflect an appropriate level of ordinary skill in art).” slip op. at 21
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“proposed combination of Li and Liao is based upon improper hindsight, because Patent Owner does not point to sufficient evidence of record that shows combining the teachings of the cited references in the manner proposed by the Petitioner would have been “uniquely challenging or difficult for one of ordinary skill in the art” or would have “represented an unobvious step over the prior art.” Leapfrog Enters., Inc. v. Fisher-Price, Inc., 485 F.3d 1157, 1162 (Fed. Cir. 2007) (citing KSR, 550 U.S. at 418).” slip op. at 32
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › Teaching awayTeaching away not foundDecided for petitioner
“Li teaches away from Petitioner’s proposed modifications to add a plug at each end of connecting component 113. See Prelim. Resp. 39, 41. A “reference does not teach away” if “it merely expresses a general preference for an alternative invention but does not ‘criticize, discredit, or otherwise discourage’ investigation into the invention claimed.” DePuy Spine, Inc. v. Medtronic Sofamor Danek, Inc., 567 F.3d 1314, 1327 (Fed. Cir. 2009) (quoting In re Fulton, 391 F.3d 1195, 1201 (Fed. Cir. 2004)). Li expresses a general preference for connecting first housing 111 and second housing 112 to the two ends of first elastic metal wire 1131 in connecting component 113 by injection molding. Ex. 1004 ¶¶ 29, 35, dependent claims 2 and 7. For example, Li explains that “[o]ptionally, the first housing 111 and the second housing 112 are fixedly connected to both ends of the first elastic metal wire 1131 by injection molding.” Id. ¶ 29. Li does not “criticize, discredit, or otherwise discourage” using a plug to connect a housing to connecting component 113. See, e.g., id. ¶¶ 29, 35. Instead, Li discloses using plugs to mechanically connect components, i.e., to connect rear hook assembly 12 to “the first housings 111 of the two ear hook assemblies 11.” Ex. 1004 ¶ 58, Figs. 2, 9; see Ex. 1003 ¶¶ 57, 117, 122. Li similarly discloses using mechanical connectors comprising a clamping portion that engages with a locking portion to connect components, e.g., to “fix the first housing 111 and the third housing 114 together” and “fix the second housing 112 and the fourth housing 115 together.” Ex. 1004 ¶¶ 44–45. Li identifies these mechanical connectors as alternatives to adhesive bonding and “fasteners such as screws.” Id. ¶ 44; see id. ¶ 59 (identifying plugs as alternatives to “screw fixation”). Hence, we determine Li discloses a variety of ways to connect components in a bone conduction earphone but does not appear to “criticize, discredit, or otherwise discourage” any of those ways. See, e.g., Ex. 1004 ¶¶ 29, 35, 44–45, 58–59, Figs. 2, 9; see Ex. 1003 ¶¶ 57, 117, 121.” slip op. at 45
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,310,582 - PTAB · Nov 14, 2025 · IPR2025-00911 · APJ Kevin W Cherry · IPR · Institution
The Board instituted IPR of claims 1–16 on all asserted grounds, finding a reasonable likelihood that at least one challenged claim is unpatentable.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“We have authority under 35 U.S.C. § 314 to determine whether to institute an inter partes review. The standard for instituting an inter partes review is set forth in 35 U.S.C. § 314(a), which provides that an inter partes review may not be instituted unless “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” The Supreme Court has held that the Board, in a decision to institute under 35 U.S.C. § 314(b), may not institute review on less than all claims challenged in the petition. SAS Inst. Inc. v. Iancu, 584 U.S. 357, 363–66 (2018). Moreover, in accordance with our rules, “[w]hen instituting inter partes review, the Board will authorize the review to proceed on all of the challenged claims and on all grounds of unpatentability asserted for each claim.” 37 C.F.R. § 42.108(a) (2024); see also PGS Geophysical AS v. Iancu, 891 F.3d 1354, 1360 (Fed. Cir. 2018) (interpreting the statute to require “a simple yes-or-no institution choice respecting a petition, embracing all challenges included in the petition”). Applying those standards, and upon considering the Petition, the Preliminary Response, and the evidence of record, we determine the information presented demonstrates a reasonable likelihood that Petitioner would prevail in establishing the unpatentability of at least one of the challenged claims of the ’615 patent. Accordingly, we institute an inter partes review.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Relying on the declaration testimony of Dr. Akl, Petitioner contends that an ordinarily skilled artisan for the ’615 patent “would have had a bachelor’s degree in electrical engineering, computer engineering, computer science, or a similar field, along with two years of experience designing or developing wireless networks, including long-term evolution LTE/4G or 5G new radio (NR) cellular technology.” Pet. 3. Petitioner additionally contends that “[a]dditional years of experience could substitute for an advanced-level degree (and vice versa).” Id. Patent Owner states that “[f]or the purposes of this Preliminary Response only, Patent Owner utilizes Petitioner’s proposed level of skill in the art.” Prelim. Resp. 2. Based on this record, we adopt Petitioner’s articulation of the level of ordinary skill in the art, which is consistent with the ’615 patent and the asserted prior art, and we apply it in our obviousness evaluations below. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art, itself, can reflect appropriate level of ordinary skill in art).” slip op. at 8
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner contends that “no formal construction are presently necessary for purposes of demonstrating obviousness of the Challenged Claims based on [the asserted grounds].” Pet. 9. Patent Owner does not at this time address claim construction. See generally Prelim. Resp. Having considered the record, we determine that no express claim construction is necessary for any claim terms. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (holding that only claim terms in controversy need to be construed, and only to the extent necessary to resolve the controversy (citing Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))). We note, however, there may be some claim terms below whose constructions the parties may wish to address during trial.” slip op. at 9
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Instituted
“On the current record, we find that Petitioner has shown sufficiently that Cirik teaches the claimed “configuration parameters comprising first random access parameters, for beam failure recovery.” See Pet. 13– 17. Patent Owner argues that Petitioner fails to address this limitation, but we disagree. Prelim. Resp. 3. As we have set out above, Petitioner has provided a detailed mapping of what disclosures of Cirik (and Cirik’s provisional) on which it relies. Based on the current record, we see nothing incorrect in Petitioner identifying multiple parameters as making up the “configuration parameters comprising first random access parameters, for beam failure recovery.” As the plain language of claim 1 makes clear, there are “parameters”—plural—not just one. We also find, on the current record, that those “parameters” are not limited by the claim to only “random access parameters.” The disputed claim limitation uses the transitional phrase “comprising” in reciting the “configuration parameters comprising first random access parameters, for beam failure recovery.” As courts have explained, “[i]n the parlance of patent law, the transition ‘comprising’ creates a presumption that the recited elements are only a part of the device, that the claim does not exclude additional, unrecited elements.” Crystal Semiconductor Corp. v. TriTech Microelectronics Int’l, Inc., 246 F.3d 1336, 1348 (Fed. Cir. 2001). Claim 1 recites “configuration parameters comprising first random access parameters, for beam failure recovery.” Thus, we agree with Petitioner that the “configuration parameters comprising first random access parameters, for beam failure recovery,” can—but are not required to—include additional parameters (i.e., in addition to the recited “first random access parameters”). Here, we find that, on the current record, Petitioner has shown sufficiently Cirik’s “configuration parameters [that] may indicate the maximum number of beam of beam failure counter” are such parameters for beam failure recovery. Ex. 1005 ¶ 307; Ex. 1003 ¶ 52. As the Petition’s citations suggest, these are substantially the same as examples identified in the ’615 patent. See Pet. 15–16 (citing Ex. 1001, 63:18–23, 41:65–67; Ex. 1003 ¶ 56). Petitioner has further sufficiently shown that Cirik also discloses that as part of its beam failure recovery process, Cirik initiates certain “random access (RA) procedures.” Id. at 16 (citing Ex. 1005 ¶ 152, 161–164, Figs. 13A–C). As part of these RA procedures, we agree that Cirik discloses sending a configuration message including “one or more random access channel (RACH) parameters.” Id. (citing Ex. 1005 ¶¶ 151–154, 156, 161; Ex. 1003 ¶ 57). As Petitioner explains, “[t]he RACH parameters included in a configuration message can include indications of ‘one or more Physical RACH (PRACH) occasions available for transmission’ of a random-access preamble message and information for determining the power level of the transmission.” Id. (citing Ex. 1005 ¶¶ 153, 154). Cirik explains this “contention-free random access procedure . . . may be initiated for beam failure recovery.” Ex. 1005 ¶ 162; see also Pet. 20–23 (discussing in detail in the context of limitation [1b] the RA procedures for beam failure recovery in Cirik). We note that nothing in the claim language requires that the configuration parameters must be received in a single message. Thus, there is nothing improper about the Petitioner identifying multiple messages as including the “configuration parameters, comprising first random access parameters, for beam failure recovery” (i.e., Cirik’s configuration parameters that indicate the maximum number of beam failures and Cirik’s configuration parameters for random access processes used in connection with beam failure recovery), as Patent Owner suggests. Prelim. Resp. 4 (“But at no point does Petitioner assert that the configuration message for first random access parameters is included within the ‘one or more configuration parameters [that] indicate the maximum number of beam failures’ that it identifies for the ‘configuration parameters’ limitation.”). Accordingly, for purposes of institution, we find that Petitioner has shown sufficiently that Cirik discloses this limitation.” slip op. at 16
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,637,615 - PTAB · Nov 14, 2025 · IPR2025-00910 · APJ Kevin W Cherry · IPR · Institution
Instituted IPR of claims 1–19 on all asserted grounds after finding a reasonable likelihood that Apple would prevail on at least one claim, including over Cirik alone.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“Applying those standards, and upon considering the Petition, the Preliminary Response, and the evidence of record, we determine the information presented demonstrates a reasonable likelihood that Petitioner would prevail in establishing the unpatentability of at least one of the challenged claims of the ’128 patent. Accordingly, we institute an inter partes review.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Relying on the declaration testimony of Dr. Akl, Petitioner contends that an ordinarily skilled artisan for the ’128 patent “would have had a bachelor’s degree in electrical engineering, computer engineering, computer science, or a similar field, along with two years of experience designing or developing wireless networks, including long-term evolution LTE/4G or 5G new radio (NR) cellular technology.” Pet. 4. Petitioner additionally contends that “[a]dditional years of experience could substitute for an advanced-level degree (and vice versa).” Id. Patent Owner states that “[f]or the purposes of this Preliminary Response only, Patent Owner utilizes Petitioner’s proposed level of skill in the art.” Prelim. Resp. 2. Based on this record, we adopt Petitioner’s articulation of the level of ordinary skill in the art, which is consistent with the ’128 patent and the asserted prior art, and we apply it in our obviousness evaluations below. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art, itself, can reflect appropriate level of ordinary skill in art).” slip op. at 8
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner contends that “no formal construction are presently necessary for purposes of demonstrating obviousness of the Challenged Claims based on [the asserted grounds].” Pet. 9. Patent Owner does not at this time address claim construction. See generally Prelim. Resp. Having considered the record, we determine that no express claim construction is necessary for any claim terms. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (holding that only claim terms in controversy need to be construed, and only to the extent necessary to resolve the controversy (citing Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))). We note, however, there may be some claim terms below whose constructions the parties may wish to address during trial.” slip op. at 9
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Instituted
“On the current record, we find that Petitioner has shown sufficiently that Cirik teaches the claimed “first configuration parameters for beam failure recovery, comprising first random access parameters.” See Pet. 13– 17. Patent Owner argues that Petitioner fails to address this limitation, but we disagree. Prelim. Resp. 3. As we have set out above, Petitioner has provided a detailed mapping of what disclosures of Cirik (and Cirik’s provisional) on which it relies. Based on the current record, we see nothing incorrect in Petitioner identifying multiple parameters as making up the “first configuration parameters for beam failure recovery.” As the plain language of claim 1 makes clear, there are “parameters”—plural—not just one. We also find, on the current record, that those “parameters” are not limited by the claim to only “random access parameters.” The disputed claim limitation uses the transitional phrase “comprising” in reciting the “first configuration parameters for beam failure recovery.” As courts have explained, “[i]n the parlance of patent law, the transition ‘comprising’ creates a presumption that the recited elements are only a part of the device, that the claim does not exclude additional, unrecited elements.” Crystal Semiconductor Corp. v. TriTech Microelectronics Int’l, Inc., 246 F.3d 1336, 1348 (Fed. Cir. 2001). Claim 1 recites “first configuration parameters for beam failure recovery, comprising first random access parameters.” Thus, we agree with Petitioner that the “first configuration parameters for beam failure recovery” can—but are not required to—include additional parameters (i.e., in addition to the recited “first random access parameters”). Here, we find that, on the current record, Petitioner has shown sufficiently Cirik’s “one or more configuration parameters [that] may indicate the maximum number of beam of beam failure counter” is such a parameter for beam failure recovery. Ex. 1005 ¶ 307; Ex. 1003 ¶ 52. As Petitioner correctly notes, these are substantially the same as examples of “first configuration parameters for beam failure recovery” identified in the ’128 patent. See Pet. 15 (citing Ex. 1001, 63:9–12, 41:65–67; Ex. 1003 ¶ 53). Petitioner has further sufficiently shown that Cirik also discloses that as part of its beam failure recovery process, Cirik initiates certain “random access (RA) procedures.” Id. (citing Ex. 1005 ¶ 152, 161–164, Figs. 13A– C). As part of these RA procedures, we agree that Cirik discloses sending a configuration message including “one or more random access channel (RACH) parameters.” Id. (citing Ex. 1005 ¶¶ 151–154, 156, 161; Ex. 1003 ¶¶ 54–55). As Petitioner explains, “[t]he RACH parameters included in a configuration message can include indications of ‘one or more Physical RACH (PRACH) occasions available for transmission’ of a random-access preamble message and information for determining the power level of the transmission.” Id. (citing Ex. 1005 ¶¶ 153, 154). Cirik explains this “contention-free random access procedure . . . may be initiated for beam failure recovery.” Ex. 1005 ¶ 162; see also Pet. 20–23 (discussing in detail in the context of limitation [1b] the RA procedures for beam failure recovery in Cirik). We note that nothing in the claim language requires that the first configuration parameters must be received in a single message. Indeed, the claim language explicitly permits “one or more messages.” Thus, there is nothing improper about the Petitioner identifying multiple messages as including the “first configuration parameters for beam failure recovery” (i.e., Cirik’s configuration parameters that indicate the maximum number of beam failures and Cirik’s configuration parameters for random access processes used in connection with beam failure recovery), as Patent Owner suggests. Prelim. Resp. 4 (“But at no point does Petitioner assert that the configuration message for first random access parameters is included within the ‘one or more configuration parameters [that] indicate the maximum number of beam failures’ that it identifies for the ‘first configuration parameters’ limitation.”). Accordingly, for purposes of institution, we find that Petitioner has shown sufficiently that Cirik discloses this limitation.” slip op. at 15
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 10,979,128 - Apple Inc. v. Apex Beam Technologies LLCInstitutedPTAB · Nov 14, 2025 · IPR2025-00909 · APJ Justin T Arbes · IPR · Institution
The Board instituted IPR of claims 1–20 on all asserted grounds after finding a reasonable likelihood that claim 1 is unpatentable over Ying and Yang.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“c) Conclusion Petitioner’s contentions are supported by the testimony of Dr. Akl and are persuasive based on the current record. See Pet. 7–28; Ex. 1003 ¶¶ 58–83. Petitioner has shown a reasonable likelihood of prevailing on its assertion that claim 1 is unpatentable over Ying and Yang. Accordingly, we institute review “on all of the challenged claims and on all grounds of unpatentability asserted for each claim.” See 37 C.F.R. § 42.108(a). 4. Claims 2–20 Patent Owner does not argue dependent claims 2–20 separately. Prelim. Resp. 3–5. On this record, we disagree with Patent Owner’s arguments regarding parent claim 1 and are persuaded that Petitioner has shown a reasonable likelihood of prevailing on its assertion that claim 1 is unpatentable over Ying and Yang. See supra Section II.D.3. Accordingly, we need not determine at this time whether Petitioner also has shown a reasonable likelihood of prevailing as to any of the other challenged claims. See 37 C.F.R. § 42.108(a).” slip op. at 21
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“C. Claim Interpretation We interpret each challenged claim using the same claim construction standard that would be used to construe the claim in a civil action under 35 U.S.C. 282(b), including construing the claim in accordance with the ordinary and customary meaning of such claim as understood by one of ordinary skill in the art and the prosecution history pertaining to the patent. 37 C.F.R. § 42.100(b). Petitioner argues that “no claim terms need be construed.” Pet. 6–7. Patent Owner states that “claim construction is not required to resolve any issues.” Prelim. Resp. 2. We conclude that no express interpretation of any claim term is necessary to determine whether to institute an inter partes review in this proceeding. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“Because we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy,’ we need not construe [a particular claim limitation] where the construction is not ‘material to the . . . dispute.’” (emphasis added) (citation omitted)).” slip op. at 11
- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner argues that at the time of the ’695 patent (November 2019),4 a person of ordinary skill in the art would have had “a bachelor’s degree in electrical engineering, computer engineering, computer science, or a similar field, along with two years of experience designing or developing wireless networks, including long-term evolution LTE/4G or 5G new radio (NR) cellular technology,” where “[a]dditional years of experience could substitute for an advanced-level degree (and vice versa).” Pet. 6 (citing Ex. 1003 ¶¶ 29–32). Patent Owner “utilizes Petitioner’s proposed level of skill in the art” for its Preliminary Response. Prelim. Resp. 2. Based on the record presented, including our review of the ’695 patent and the types of problems and solutions described in the ’695 patent and cited prior art, we agree with Petitioner’s proposed definition of the level of ordinary skill in the art and apply it for purposes of this Decision.” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundInstituted
“3. Claim 1 a) Petitioner’s Contentions Petitioner argues that Ying and Yang collectively teach all of the limitations of claim 1 and a person of ordinary skill in the art would have been motivated to combine their teachings, with a reasonable expectation of success. Pet. 11–28. As to the combination of references, Petitioner asserts that a person of ordinary skill in the art “would have been motivated to include configuration parameters for both the NUL and SUL carriers, as taught in Ying, in a single DCI, as expressly depicted in Yang, to coordinate both normal uplink (NUL) and supplemental uplink (SUL) transmissions in a mobile communication environment.” Id. at 12 (citing Ex. 1003 ¶¶ 58–59). According to Petitioner, “[t]he combination involves coordinating both carriers already operating in the mobile communication environment by implementing Ying’s DCI example (e.g., in Listing 6) to provide cancellation indications for both the normal uplink (NUL) and the SUL in one DCI,” achieving the “predictable result” of “improv[ed] communication capacity, speed, flexibility, and/or efficiency.” Id. at 12–13 (quoting Ex. 1004, col. 1, ll. 31–41). Petitioner also alleges various other reasons for why a person of ordinary skill in the art would have been motivated to combine the references’ teachings in that manner, including “reduced communication overhead,” simplification of the UE’s decoder operation, and the need to choose from only two options (i.e., “using one DCI to encode both NUL and SUL carriers . . . or using two DCIs”). Id. at 13–17 (citing Ex. 1003 ¶¶ 60–64).” slip op. at 15
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,986,695 - Apple Inc. v. Apex Beam Technologies LLCInstitutedPTAB · Nov 14, 2025 · IPR2025-00907 · APJ Justin T Arbes · IPR · Institution
The Board instituted IPR on claims 1–20 and all asserted grounds after finding a reasonable likelihood that claim 1 is unpatentable over the three 3GPP references.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“inter partes review unless the information in the petition and preliminary response “shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” See 37 C.F.R. § 42.4(a) (“The Board institutes the trial on behalf of the Director.”). For the reasons that follow, we institute an inter partes review as to claims 1–20 of the ’944 patent on all grounds of unpatentability asserted in the Petition.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner argues that at the time of the ’944 patent (November 2019),2 a person of ordinary skill in the art would have had “a bachelor’s degree in electrical engineering, computer engineering, computer science, or a similar field, along with two years of experience designing or developing wireless networks, including long-term evolution LTE/4G or 5G new radio (NR) cellular technology,” where “[a]dditional years of experience could substitute for an advanced-level degree (and vice versa).” Pet. 10 (citing Ex. 1003 ¶¶ 39–44). Patent Owner “utilizes Petitioner’s proposed level of skill in the art” for its Preliminary Response. Prelim. Resp. 8. Based on the record presented, including our review of the ’944 patent and the types of problems and solutions described in the ’944 patent and cited prior art, we agree with Petitioner’s proposed definition of the level of ordinary skill in the art and apply it for purposes of this Decision.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“C. Claim Interpretation We interpret each challenged claim using the same claim construction standard that would be used to construe the claim in a civil action under 35 U.S.C. 282(b), including construing the claim in accordance with the ordinary and customary meaning of such claim as understood by one of ordinary skill in the art and the prosecution history pertaining to the patent. 37 C.F.R. § 42.100(b). Petitioner argues that “no claim terms need be construed.” Pet. 8. Patent Owner does not propose interpretations of any claim terms in its Preliminary Response. We conclude that no express interpretation of any claim term is necessary to determine whether to institute an inter partes review in this proceeding, but encourage the parties to address various claim interpretation issues identified below during trial. See infra Section II.D.5; Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“Because we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy,’ we need not construe [a particular claim limitation] where the construction is not ‘material to the . . . dispute.’” (emphasis added) (citation omitted)).” slip op. at 11
- Novelty / Anticipation (§102) › Prior-art status of a reference › Printed publication / public accessibilityPrinted publication establishedInstituted
“Patent Owner responds that Petitioner fails to show that the 3GPP-38.213-CR “document sent to [the] 3GPP email list on November 3 was available to non-3GPP members by November 5, 2019” (the alleged critical date for the ’944 patent). Prelim. Resp. 3 (emphasis omitted); see Pet. 10. According to Patent Owner, the listserv archive of emails cited by Mr. Rodermund “only shows that the November 3, 2019 email is available now—not that it was uploaded within a day of when the original email was sent”—and Mr. Rodermund provides only his uncorroborated opinion that uploads were “automatic” and “immediate.” Prelim. Resp. 5–6 (citing Ex. 1008 ¶¶ 43–63, 72–80). Patent Owner also contends that the November 2, 2019, metadata only relates to creation of 3GPP-38.213-CR and does not support Petitioner’s contention that the email was immediately uploaded. Id. at 6. Finally, Patent Owner argues that whether the subject matter of 3GPP-38.213-CR was discussed at the 3GPP meeting in October 2019 is “irrelevant,” given the date of the metadata, and has no bearing on whether the document itself was later publicly accessible. Id. at 6–7. Assessing the evidence of record collectively, however, we are persuaded that Petitioner has shown a reasonable likelihood that 3GPP-38.213-CR was publicly accessible from the ETSI email archive before November 5, 2019. Given his many years of experience with ETSI, in particular his responsibilities pertaining to management of documents like change requests, and as the “list owner” “responsible for managing and administrating” several email exploder lists, Mr. Rodermund appears to be well-qualified to testify to the matters in his declaration. See Ex. 1008 ¶¶ 7, 10–15, 47. He explains in detail how, based on his experience, emails sent” slip op. at 20
Claim construction§ 102 anticipation§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,139,944 - Apple Inc. v. Apex Beam Technologies LLCInstitutedPTAB · Nov 5, 2025 · IPR2025-00895 · APJ Scott Raevsky · IPR · Institution
The Board instituted IPR on claims 1–20 and all asserted challenges after finding a reasonable likelihood that at least one challenged claim would be unpatentable.
RulingsInstitution decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“A person of ordinary skill in the art (POSITA) would have had at least [a bachelor’s degree in] electrical engineering, computer engineering, computer science, or a similar field, along with two years of experience designing or developing wireless networks. Additional education might substitute for some of the experience, and additional substantial experience might substitute for some of the educational background. . . . A POSITA would also have familiarity with the 3GPP LTE standards, and would have understood how to search through the available Technical Specifications for implementing RAN technologies. Pet. 21–22 (citing Ex. 1003 ¶¶ 50–53). Patent Owner uses Petitioner’s proposed level of skill in the art at this stage, with a proposed modification to insert “a bachelor’s degree in” to Petitioner’s statement. Prelim. Resp. 12–13; id. at 12, n.1. We have inserted this proposed modification in brackets in the above block quotation. We are persuaded, on the present record, that Petitioner’s proposal, as modified by Patent Owner, is consistent with the problems and solutions in the ’113 patent and prior art of record. We adopt Petitioner’s skill definition at this stage.” slip op. at 7
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“The parties do not propose any claim constructions. See Pet. 11–12; Prelim. Resp. 8. As no terms are in dispute, we determine that no terms require construction at this stage.” slip op. at 8
- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“IV. CONCLUSION At this stage of the proceeding, we determine that Petitioner has demonstrated a reasonable likelihood of prevailing on its challenges as to at least one challenged claim. At this preliminary stage, we have not made a final determination as to the patentability of the challenged claims or any underlying factual and legal issues. V. ORDER It is, therefore, ORDERED that, pursuant to 35 U.S.C. § 314(a), an inter partes review of all challenged claims of the ’113 patent is instituted with respect to all challenges of unpatentability set forth in the Petition; and FURTHER ORDERED that pursuant to 35 U.S.C. § 314(c) and 37 C.F.R. § 42.4, notice is hereby given of the institution of a trial commencing on the entry date of this Decision.” slip op. at 18
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundInstituted
“measurement value, as Jover teaches.” Id. (citing Ex. 1005 ¶¶ 39–40; Ex. 1003 ¶¶ 115–30). Among other reasons, Petitioner contends that a POSITA would have been motivated to combine “to improve the accuracy and reliability of the beam failure determination.” Id. at 37 (citing Ex. 1003 ¶¶ 115–30). Petitioner further contends that a POSITA would have had a reasonable expectation of success because “it would have been straightforward for a POSITA to implement Jover’s triggering condition in Xia’s method.” Id. at 38 (citing Ex. 1003 ¶¶ 115–30). After considering Patent Owner’s arguments, which we address below, we agree with Petitioner at this stage that the combination of Xia and Jover renders obvious limitation [1e]. Patent Owner first argues that Jover “does not cure the deficiencies of Xia because Jover’s threshold condition for an increase in BER is not used for triggering a transmission of the first and second radio signal.” Prelim. Resp. 20. Just like Xia, Patent Owner contends, Jover discloses no “causality between the threshold being exceeded and transmitting the first and second radio signal.” Id. at 21. This argument does not undermine Petitioner’s showing at this stage because Petitioner relies on Xia, not Jover, for the claimed “triggering the transmission,” or “causality,” as Patent Owner calls it. See Pet. 36–38. That is, Petitioner relies on Jover for the triggering condition and on Xia for the actual triggering. See id. Patent Owner’s argument attacking the references individually is unpersuasive. See In re Merck & Co., Inc., 800 F.2d 1091, 1097 (Fed. Cir. 1986) (“Non-obviousness cannot be established by attacking references individually where the rejection is based upon the teachings of a combination of refences.”). Patent Owner next contends that one of ordinary skill in the art would not have combined Xia and Jover “since Jover is directed to the opposite objective of the ’113 Patent or Xia.” Prelim. Resp. 21. That is, Patent Owner asserts, Jover teaches away from the disclosed methods. Id. at 22. Patent Owner explains, “Jover provides no attempt to improve the beam strength, but rather ignores it through beam sweeping or nullif[ies] it, in contrast to the purpose of the ’113 Patent.” Id. at 22–23. At this stage, Patent Owner’s argument is insufficient to undermine” slip op. at 15
Claim construction§ 103 obviousnessPatents in suitUS 10,568,113 - Apple Inc. v. Apex Beam Technologies LLCInstitutedPTAB · Oct 31, 2025 · IPR2025-00900 · APJ Jeffrey S Smith · IPR · Institution
The Board instituted IPR on claims 1–20 on all asserted grounds, finding a reasonable likelihood that at least one challenged claim is unpatentable.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“Institution of an inter partes review may not be authorized by statute “unless . . . the information presented in the petition . . . and any response . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). Upon consideration of the record before us, we determine Petitioner has demonstrated a reasonable likelihood that it would prevail in establishing the unpatentability of at least one of claims 1– 20 of the ’727 patent. Accordingly, we institute the requested inter partes review.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“A person of ordinary skill in the art (“POSITA”) relating to the subject matter of the ’727 Patent as of [November 1, 2016] would have a bachelor’s degree in electrical engineering, computer engineering, computer science, or a similar field, along with two years of experience designing or developing wireless networks, including long-term evolution LTE/4G or 5G new radio (NR) cellular technology. APPLE-1003, Section V. Additional education might substitute for some of the experience, and additional substantial experience might substitute for some of the educational background. Id. Pet. 3–4. Patent Owner at this stage utilizes Petitioner’s proposed level of skill in the art. Prelim. Resp. 5. As Petitioner’s definition of a person of ordinary skill appears commensurate with the subject matter before us, we apply Petitioner’s definition for purposes of this Decision.” slip op. at 5
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)Instituted
“On this record, we agree with Petitioner. Patent Owner, in contending that Park’s hybrid CSI signal does not describe two signalings, does not address Petitioner’s mapping of the claimed “first signaling” and the claimed “second signaling.” Petitioner persuasively maps the claimed “first signaling” to Park’s hybrid CSI signal (Pet. 21), and persuasively maps the claimed “second signaling” to Park’s DCI format signal (Pet. 30). Patent Owner does not explain why Park’s DCI format signal does not describe the claimed “second signaling.” On this record, we are sufficiently persuaded by Petitioner and Dr. Akl that Park’s DCI format signal, which triggers the UE to perform aperiodic CSI reporting, describes a “second signaling . . . used to determine the Q2 antenna port(s)” as recited in limitation 1.6. See Ex. 1003 ¶¶ 137–142; Ex. 1005, 38:20–36.” slip op. at 7
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundInstituted
“include Shin’s CSI request field provides the benefit of allowing the network to directly configure the CSI report behavior of a UE, such that the base station can obtain channel state information regarding specific channels used by the UE and the base station in order to exchange data as taught by Shin. Pet. 59 (citing Ex. 1003 ¶ 71). Petitioner also contends that adding Shin’s CSI request field to the DCI format signal of Park is the combination of familiar elements according to known methods that yields a predictable result, and that the combination uses Shin’s known technique of including a CSI request field in a DCI format signal to improve Park’s DCI format signal in the same way. Id. at 58 (citing Ex. 1003 ¶ 69; KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 415–421 (2007)).” slip op. at 9
§ 102 anticipation§ 103 obviousnesscites KSRPatents in suitUS 11,063,727 - Exotec Product France SAS / Exotec North America Inc. et al. v. Opex CorporationAll claims unpatentablePTAB · Oct 28, 2025 · IPR2024-00850 · APJ Arthur M Peslak · IPR · Final written decision
Claims 1, 3–12, 14, and 23–27 are unpatentable as obvious over Raizer and Hangzhou.
RulingsFinal written decision- Skill levelOther
“B. Level of Ordinary Skill in the Art We consider the asserted grounds of unpatentability in view of the” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“C. Claim Construction Neither Petitioner nor Patent Owner proposes an express construction” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successUnpatentableMotivation foundUnpatentable
“that it would improve similar devices in the same way, using the technique is obvious unless its actual application is beyond his or her skill.” KSR, 550 U.S. at 417. In this case, we must determine whether one of ordinary skill in the art would recognize that Hangzhou’s disclosure of driving its auto-guided trolleys 200 under shelves 100 would improve the operation of Raizer’s system in the same way. For us to resolve this question in Petitioner’s favor, Petitioner must provide “some articulated reasoning with some rational underpinning to support the legal conclusion of obviousness.” Id. at 418 (citing In re Kahn, 441 F.3d 977, 988 (Fed. Cir. 2006)). However, bodily incorporation, i.e., “an actual physical substitution of” Hangzhou’s auto-guided trolleys or operating software into Raizer’s system, is not required. See In re Mouttet, 686 F.3d 1322, 1332 (Fed. Cir. 2012) (“It is well-established that a determination of obviousness based on teachings from multiple references does not require an actual, physical substitution of elements.”); In re Nievelt, 482 F.2d 965, 968 (CCPA 1973) (“Combining the teachings of references does not involve an ability to combine their specific structures.”).” slip op. at 23
Patent outcomesUS 11,472,632 unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,472,632 - Tesla, Inc. v. Autonomous Devices, LLCSome claims unpatentablePTAB · Oct 21, 2025 · IPR2024-00745 · APJ Russell E Cass · IPR · Final written decision
Claims 45–47, 51, 59, 60, 68, and 69 are unpatentable; claims 56 and 57 are not shown unpatentable. Substitute claims 85–88 and 91 are unpatentable; amendment is granted for claims 92 and 93.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“technical field, and the asserted prior art, we agree with Petitioner’s proposed qualifications for the person of ordinary skill in the art, except we decline to adopt “at least,” as that language is vague and open-ended. Otherwise, Petitioner’s proposed definition is consistent with the level of 3 Patent Owner does not present objective evidence of nonobviousness. skill reflected in the specification of the ’474 patent and the asserted prior art references. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). Accordingly, we adopt Petitioner’s assessment of the level of skill for one of ordinary skill in the art.” slip op. at 11
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner states that “no formal constructions are presently necessary,” and that it “maps [the] prior art in this Petition in a manner consistent with Patent Owner’s allegations of infringement before the district court.” Pet. 8 (citing Ex. 1017; Ex. 1003 ¶¶ 21–25). Patent Owner states that it believes there is no need to construe any terms of the challenged original claims because there is no underlying controversy regarding any claim terms. PO Resp. 10. For purposes of this Decision, we determine that it is not necessary to provide an express construction of any claim terms. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017); Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999) (“[O]nly those terms need be construed that are in controversy, and only to the extent necessary to resolve the controversy.”).” slip op. at 12
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“3. Motivation to Combine Buibas and Sinyavskiy Petitioner argues that “it would have been obvious to partition Buibas’[s] spiking networks according to the specific techniques disclosed in Sinyavskiy” for multiple reasons. Pet. 13 (citing Ex. 1005 ¶¶ 71–72, 85, 92, 179–203; Ex. 1006 ¶¶ 12, 185, 188, 191, Fig. 6A; Ex. 1003 ¶ 63). First, Petitioner asserts, one of ordinary skill “would have been motivated to partition Buibas’[s] spiking neural network as suggested by Sinyavskiy to parallelize task execution on the robot and improve learning capabilities (e.g., through faster learning, greater computing efficiency, and task-specific learning models) of the Buibas mobile robotic apparatus as described by Sinyavskiy and discussed by Dr. Janet.” Id. (citing Ex. 1003 ¶ 64). Second, Petitioner contends, “partitioning Buibas’[s] robotic brain as suggested by Sinyavskiy would have beneficially expanded the range of tasks that the robot could perform by dedicating partitions to specialized tasks.” Id. at 13– 14 (citing Ex. 1006 ¶¶ 12, 185, 188, Fig. 6A; Ex. 1005 ¶¶ 71–72, 85, 92, 179–205; Ex. 1003 ¶ 65). Third, Petitioner argues, one of ordinary skill “would have been motivated to partition Buibas’[s] spiking neural network as suggested by Sinyavskiy to permit unused partitions or unused resources in the partitions to be reassigned for different tasks,” which would allow for a network processing apparatus that has increased processing capability for the same network capacity while also having a lower cost, size and power consumption. Id. at 14 (citing Ex. 1006 ¶¶ 190–192, 105, 34, code (57); Ex. 1003 ¶ 66). Fourth, Petitioner argues that “Buibas briefly mentions that its spiking neural networks can be partitioned but discloses little detail about the partitioning,” which would invite one of ordinary skill to turn to other references, such as Sinyavskiy, for additional detail on how to implement partitioning. Pet. 14–15 (citing Ex. 1005 ¶ 92; Ex. 1003 ¶ 67). Fifth, Petitioner asserts, combining Buibas and Sinyavskiy would merely “involve[] the application of known techniques (e.g., Sinyavskiy’s partitioned neural network) to a known system (e.g., Buibas’[s] mobile robot and robotic brain) to yield predictable results (e.g., Buibas’[s] robot using a spiking neural network partitioned as taught in Sinyavskiy),” particularly because “the partitioning of the Buibas neural network is reminiscent of Recurrent Fuzzy Neural Networks (RFNNs) that were already commonplace at the end of the 1990’s.” Id. at 15 (citing Ex. 1003 ¶ 68). Finally, Petitioner contends, the proposed combination merely involves “use of known techniques (e.g., Sinyavskiy’s partitioned neural network) to improve a similar system (e.g., Buibas’[s] mobile robot and robotic brain).” Id. (citing Ex. 1003 ¶ 69). Petitioner further argues that one of ordinary skill “would have reasonably expected success implementing the combination, especially as Buibas and Sinyavskiy describe highly similar systems involving spiking neural networks used for training/operating robots.” Pet. 15–16 (citing Ex. 1005 ¶ 92; Ex. 1003 ¶ 70). Indeed, Petitioner contends, “Buibas itself confirms that its spiking neural network can be partitioned, while Sinyavskiy provides the details for doing so.” Id. at 16 (citing Ex. 1005 ¶ 92; Ex. 1003 ¶ 70).” slip op. at 14
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableNot shown unpatentableMixed
“We agree with Patent Owner and Dr. Saber that these “weights” are numerical values associated with connections among neurons, and the “weight vectors” are merely lists of weights. PO Resp. 13–14; Ex. 2001 ¶¶ 66–67. When input is provided to the neural network, the network uses the weights of its connections in a feedforward calculation manner to provide an output that can include an instruction for operating a device. Ex. 2001 ¶ 66. We agree with and find credible Dr. Saber’s testimony that Buibas’s merging of weights or weight vectors results in updated network weights, and does not, by itself, disclose the merging of instruction sets for operating a device, or the correlation of the same set of inputs for all or a portion of a circumstance representation with instruction sets for operating two different devices. Ex. 2001 ¶¶ 65, 67, 69–71.” slip op. at 39
Patent outcomesUS 11,663,474 mixedClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,663,474
Holdings, summaries, rulings, issues, outcomes, winners and claim constructions shown for a decision were generated by a large language model reading the opinion. They are a guide to the decision, not the decision. Confirm every one against the court's own text before relying on it. Outcomes read from the patent owner’s side. Party names are extracted from the decision and are missing on about 900 short Director denials and scans, which carry the trial number instead.