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  • PTAB · Mar 5, 2026 · IPR2024-01336 · APJ Russell E Cass · IPR · Final written decision

    Claims 1–4, 6–9, 24, and 25 are unpatentable; claims 10, 13, 14, 17, and 21–23 were not shown unpatentable, principally due to missing limitations or insufficient motivation to combine.

    RulingsFinal written decision
    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner

      “information” should be given its plain and ordinary meaning as “data,” and that Patent Owner’s narrower construction of “first information” and “second information” lacks sufficient support in the intrinsic record. We agree with Petitioner that the ’802 patent Specification defines “information” as data when it uses the phrase “information (i.e., data).” See Ex. 1001, 5:60–62 (“Information (i.e., data) to be transmitted may be received in a baseband digital system 250, such as a wireless digital baseband processor.” (emphasis added)), 11:30–32 (“In this example, the signals 911 and 912 carry the same information (data).” (emphasis added)). As the Federal Circuit has explained, a “specification’s use of ‘i.e.’ signals an intent to define the word to which it refers.” Edwards Lifesciences LLC v. Cook Inc., 582 F.3d 1322, 1334 (Fed. Cir. 2009). slip op. at 13

    • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableNot shown unpatentableMixed

      “argument based on Fernandez alone, we find that Petitioner has not provided a sufficient evidentiary basis to support a motivation to remove the amplification from each of Fernandez’s signal generators 10A-10E and add a single power amplifier instead. See Pet. 76–77 Ex. 1003 ¶ 235. Petitioner’s only rationale for this modification to Fernandez is that “[a] single amplifier has several advantages compared to multiple amplifiers, including lower complexity, a single (vs. multiple) potential point of failure, and lower cost,” and that one of ordinary skill “would have found a single amplifier to be a simple matter of design preference.” Pet. 76–77. Dr. Almeroth simply repeats these cursory allegations without providing any further explanation or evidentiary support. Ex. 1003 ¶ 235. Moreover, Dr. Cooklev provides credible testimony that replacing Fernandez’s amplification in signal generators 10A–10E with a single amplifier would not necessarily have the advantages that Petitioner suggests. See Ex. 2013 ¶¶ 99, 104–105. For example, Dr. Cooklev testifies that a single amplifier would need to have a wider bandwidth than the multiple amplifiers used in Fernandez, which could cause potential stability issues. Id. ¶ 105. According to Dr. Cooklev, this wider bandwidth would require more circuit elements, and thus would not provide the reduction in space usage and power consumption that Petitioner asserts. Id. According to Dr. Cooklev, Montojo also points to several “substantial, and potentially impractical, drawbacks” of using a single amplifier for multiple signal generators, including power constraints imposed by spectral emission requirements and on-board battery capacity. Id. ¶ 104 (citing Ex. 1006 ¶¶ 7– 8). In light of this testimony, which we find credible, Petitioner has failed to provide sufficient explanation or evidence to support its assertion that one of ordinary skill would have found it obvious to replace the multiple amplifiers in Fernandez’s signal generators with a single amplifier.” slip op. at 65

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable

      “argument based on Fernandez alone, we find that Petitioner has not provided a sufficient evidentiary basis to support a motivation to remove the amplification from each of Fernandez’s signal generators 10A-10E and add a single power amplifier instead. See Pet. 76–77 Ex. 1003 ¶ 235. Petitioner’s only rationale for this modification to Fernandez is that “[a] single amplifier has several advantages compared to multiple amplifiers, including lower complexity, a single (vs. multiple) potential point of failure, and lower cost,” and that one of ordinary skill “would have found a single amplifier to be a simple matter of design preference.” Pet. 76–77. Dr. Almeroth simply repeats these cursory allegations without providing any further explanation or evidentiary support. Ex. 1003 ¶ 235. Moreover, Dr. Cooklev provides credible testimony that replacing Fernandez’s amplification in signal generators 10A–10E with a single amplifier would not necessarily have the advantages that Petitioner suggests. See Ex. 2013 ¶¶ 99, 104–105. For example, Dr. Cooklev testifies that a single amplifier would need to have a wider bandwidth than the multiple amplifiers used in Fernandez, which could cause potential stability issues. Id. ¶ 105. According to Dr. Cooklev, this wider bandwidth would require more circuit elements, and thus would not provide the reduction in space usage and power consumption that Petitioner asserts. Id. According to Dr. Cooklev, Montojo also points to several “substantial, and potentially impractical, drawbacks” of using a single amplifier for multiple signal generators, including power constraints imposed by spectral emission requirements and on-board battery capacity. Id. ¶ 104 (citing Ex. 1006 ¶¶ 7– 8). In light of this testimony, which we find credible, Petitioner has failed to provide sufficient explanation or evidence to support its assertion that one of ordinary skill would have found it obvious to replace the multiple amplifiers in Fernandez’s signal generators with a single amplifier.” slip op. at 65

    • Expert testimonyPatent owner expert creditedPetitioner expert discountedOther

      “We find credible and agree with Dr. Cooklev’s testimony that the predistortion signals from tables 17-1 and 17-2 “are cancelled out by Suzuki’s amplifier” 28. Ex. 2013 ¶ 50. Dr. Cooklev supports his opinion by referring to paragraph 1 of Suzuki, which states that Suzuki’s invention is directed to “a multi-band lookup table type predistorter” (such as the one implemented using lookup tables 17-1 and 17-2 in Figure 6) that “compensates for a distortion of a power amplifier.” Ex. 2013 ¶ 54; Ex. 1004 ¶ 1. Dr. Cooklev’s opinion is also supported by paragraph 3 of Suzuki, which explains that a conventional digital predistorter uses a lookup table “for linearizing non-linear characteristics of an amplifier.” Ex. 1004 ¶ 3; Ex. 2013 ¶ 54. Dr. Cooklev further supports his opinion by relying on Suzuki’s disclosure in paragraph 46 that power amplifier 28 is “subject to distortion compensation” by the predistorter, and that distortion components in the signal output by the amplifier are canceled by “distortion compensation data [that] are read out from the lookup tables 17-1 and 17-2 and provided to the adders 13-1 and 13-2, respectively.” Ex. 1004 ¶ 46; Ex. 2013 ¶ 54. And, Dr. Cooklev’s opinion is supported by Suzuki’s disclosure in paragraph 47 that the distortion compensation added by adders 13-1 and 13-2 add the distortion compensation data from lookup tables 17-1 and 17-2 “to perform distortion compensation (addition of predistortion)” to “signals to be transmitted.” Ex. 1004 ¶ 47; Ex. 2013 ¶ 54. Petitioner agrees that the distortion compensation data from lookup tables 17-1 and 17-2 “are added to the respective frequency band from” input signal ST “in order to predistort the output signal, which is then transmitted,” and does not dispute that the distortion compensation data from lookup tables 17-1 and 17-2 is ultimately cancelled out by the distortion created by amplifier 28. Pet. Reply 8. In light of the above evidence, we agree with Patent Owner that Suzuki’s distortion components from lookup tables 17-1 and 17-2 in Figure 6 (which Petitioner relies on for the first and second digital signals in limitations 10a and 10b) are cancelled out by the distortion created by power amplifier 28 before the signal is ultimately transmitted. We agree with Petitioner that these first and second digital signals include data in the form of distortion compensation data. However, because these signals are cancelled by the distortion from amplifier 28 before transmission, the data from these signals is never transmitted. Thus, the first and second digital signals identified by Petitioner (the distortion compensation data from lookup tables 17-1 and 17-2) do not comprise data “to be transmitted,” as limitations 10a and 10b require.” slip op. at 35

    Patent outcomesUS 7,924,802 mixed
    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 7,924,802
  • PTAB · Feb 19, 2026 · IPR2024-01287 · APJ Russell E Cass · IPR · Final written decision

    Claim 5 is unpatentable over Bernstein alone or with Tsuge; claims 1–3 and 6–11 were not shown unpatentable because the asserted grounds fail to teach required limitations.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Petitioner asserts that an ordinarily skilled artisan at the time of the alleged invention “would have at least a bachelor’s degree in electrical engineering, computer science or comparable degree or 2–3 years industry experience designing and/or maintaining back-end networking equipment.” Pet. 11. In the Preliminary Response, Patent Owner stated that it “does not contest Petitioner’s recitation of the level of skill in the art, because even under Petitioner’s proposed level of skill,” Petitioner “has failed to demonstrate a reasonable likelihood of success.” Prelim. Resp. 17. In the Institution Decision, we adopted Petitioner’s proposed definition of a person of ordinary skill in the art, finding that it was consistent with the ’982 patent and the asserted prior art. Inst. Dec. 14 (citing Okajima, 261 F.3d at 1355).” slip op. at 14

    • Claim Construction › Intrinsic evidence (Phillips canons) › Preamble limiting or notPreamble limitingDecided for patent owner

      “Following the Institution Decision, both parties submitted proposed claim constructions in the district court stating that the preamble is limiting. Ex. 2009, 3–4 (Petitioner’s Preliminary Claim Construction Chart); Ex. 2010, 7 (Patent Owner’s Preliminary Claim Construction Chart). Patent Owner states in the Patent Owner Response that “[t]he parties now agree that the entire preambles of both claims 1 and 6 are limiting.” PO Resp. 17. In its Reply, Petitioner states that “whether the Board finds the phrase ‘service auto-configuration’” in the preamble to be limiting is “immaterial” because it “does not affect the analysis of whether the prior art cited in the petition invalidates [the challenged] claims.” Pet. Reply 5. At the oral hearing, Petitioner acknowledged that it does not dispute that the entire preamble of claims 1 and 6 is limiting. Tr. 20:25–21:17, 23:15–17. Because the parties agreed in district court that the entire preamble of claims 1 and 6 is limiting, and also agree in this proceeding, we find that the preambles of claims 1 and 6 are limiting for purposes of this Decision. We will discuss the meaning of the preamble further in the sections below applying the prior art to the claims. See §§ III.A..4(a), III.A.7, III.C.1(a), III.C.7, infra.” slip op. at 15

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for patent owner

      “Based on the record before us, and for purposes of this Decision, we do not need to, and do not, construe any other claim terms to resolve the controversy before us. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve the controversy.’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 16

    • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableNot shown unpatentableMixed

      “Based on the full trial record, we find that Petitioner has failed to meet its burden to show that Bernstein recites a “service auto-configuration” method as recited in the preamble of claim 1. As discussed above, the parties agree that the preamble of claim 1, including the “service auto-configuration method” language, is limiting. See § II.B, supra. As we explained in the Institution Decision, the Petition does not set forth a construction of “service auto-configuration method” or explain how the prior art discloses a “service auto-configuration method.” Pet. 11, 24; Inst. Dec. 32. Instead, the Petition merely explains how Bernstein teaches “a DOCSIS Provisioning of EPON (DPoE) system,” without explaining how it teaches a “service auto-configuration method.” Pet. 24 (citing Ex. 1005 ¶ 59). By failing to offer a construction of “service auto-configuration method” or explain how this limitation is met by the prior art, the Petition fails to show by a preponderance of the evidence that the prior art discloses or suggests this limitation.” slip op. at 34

    Patent outcomesUS 9,287,982 mixed
    Claim construction§ 103 obviousness
    Patents in suitUS 9,287,982
  • Apple Inc. v. Theta IP, LLCSome claims unpatentable
    PTAB · Nov 25, 2025 · IPR2024-00819 · APJ Russell E Cass · IPR · Final written decision

    Claims 1–19 are unpatentable as obvious over Behbahani, Leete, and Tan; claim 20 was not shown unpatentable because the references did not teach its required comparison of desired and interferer signal strengths.

    RulingsFinal written decision
    • Skill levelSkill level patent owner adoptedDecided for patent owner

      “Petitioner thus proposes a Master’s degree with two years of experience, while Patent Owner proposes a Bachelor’s degree with five years of experience. At the institution stage, we did not see a material difference in the proposals given that both parties also indicate that more education could substitute for less experience and vice versa, and thus adopted Patent Owner’s proposal. Inst. Dec. 9. We requested that the parties address during trial if either believed that the choice of one proposal over the other would make a difference in the patentability analysis. Id. Neither party has done so. Accordingly, because nothing in the record persuades us that our preliminary finding in the Institution Decision was incorrect, and because neither party has challenged our finding, we maintain our adoption of Patent Owner’s proposed level of ordinary skill in the art.” slip op. at 9

    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITAPlain and ordinary meaningDecided for patent owner

      “Here, as in the Director’s example, Petitioner advanced a narrower construction of the dynamic limitations before the district court, which the district court declined to adopt. Pet. 9; Ex. 2015; Ex. 2025, 31–47. Instead, the district court adopted a “plain-and-ordinary meaning” construction, which Patent Owner proposed. PO Resp. 38; PO Sur-reply 10 n.2; Ex. 2015; Ex. 2025, 31–47. In the Petition, Petitioner proposed applying the plain and ordinary meaning construction that had already been preliminarily adopted by the district court. Compare Pet. (filed May 1, 2024) with Ex. 2015 (preliminarily adopting plain and ordinary meaning construction on March 25, 2024). Applying Revvo, we find that Petitioner had a sufficient reason for advancing the broader, court-adopted construction in this IPR. Thus, we give the dynamic limitation its plain-and-ordinary meaning, which is “adjusting during operation based—at least in part—on information gained during operation.”” slip op. at 13

    • Prior constructionPrior construction adoptedDecided for patent owner

      “In our Institution Decision, we stated that we “will give the term ‘signal path’ its ‘plain and ordinary meaning’ and not limit it only to analog components, as the district court found and the parties agree.” Inst. Dec. 11. Given that the parties continue to agree on this point, we see no need to depart from the construction we adopted in our Institution Decision. Moreover, applying Revvo, we find that Petitioner had a sufficient reason for advancing the broader, court-adopted construction in this IPR for the same reasons as discussed above. In this proceeding, the dispute between the parties concerns the application of this and the surrounding claim language (i.e., “in the receiver signal path,” “in the signal path”) to the disclosures in Behbahani. See PO Resp. 43–45. Therefore, we will provide further discussion in the context of the parties’ arguments regarding Behbahani below. However, we agree with Patent Owner’s plain reading of the claim language to the extent it requires adjusting an impedance and/or bias current of a circuit while it is in the signal path. See Id. at 50–51.” slip op. at 14

    • Expert testimonyPatent owner expert discountedOther

      “Patent Owner’s arguments generally fail to address why Behbahani’s Variable Bandpass Filter Block does not teach the recited “plurality of circuits [comprising/including] . . . a filter,” and instead focus on why the low-pass and high-pass filter circuits do not teach the limitation, which is not Petitioner’s position. As stated above, we agree with Patent Owner’s plain reading of the claim language – i.e., that it “requires adjusting the bias, in or of a circuit.” See PO Resp. 49. However, Patent Owner’s reading of the claim does not persuasively address why the Variable Bandpass Filter Block does not teach the recited “circuit.” We have reviewed Dr. Larson’s cited testimony and disagree with Patent Owner that he provided “a well-supported opinion . . . as to why a [person of ordinary skill in the art] would not understand the entire bandpass box to be a single ‘circuit,’ or to reflect variation in ‘an impedance’ or ‘a bias’ in the claims.” Sur-reply 4 (citing Ex. 2020 ¶¶ 46–48, 71, 74–83). Dr. Larson testifies that the ’330 patent (which has the same specification as the ’164 patent) “teach[es] these adjustments [that dynamically change operating parameters] as changes effected in a single circuit block.” Ex. 2020 ¶ 46 (citing, e.g., Ex. 1001, Figs. 8A, 9A, 8:20–25, 8:36–39, 9:36–59, 10:1–18 (emphasis added)). Dr. Larson does not provide further explanation as to what he means by a “single circuit block,” but relies on Figures 8A and 9A, which show a “function block,” and other disclosures referring to a “function block.” See id. There is no dispute that the recited “circuit” in the receiver signal path is referring to these “function blocks.” See Tr. 22:20–23:4. The ’164 patent states that Figure 8A, which includes function block 820, is “an embodiment of the present invention” 8:28–30. Similarly, Figure 9A, which includes function block 920, “illustrate[s] one of the possible power saving techniques.” Id. at 3:41–42. The ’164 patent describes that “[f]unctional block 820 . . . may be a filter, mixer, amplifier, or other circuit or circuits in a wireless transceiver or other electronic circuits or system.” Id. at 8:30–33 (emphasis added). Based on these disclosures, we are not convinced that Function Block 820 or 920 cannot include multiple filters in a Variable Bandpass Filter Block, or that Behbahani’s Variable Bandpass Filter Block does not teach the recited “circuit.” Dr. Larson also relies on Figure 6 of the ’164 patent to conclude that” slip op. at 45

    Patent outcomesUS 11,564,164 mixed
    Claim construction§ 103 obviousnessDiscretionary denialcites KSR · Graham
    Patents in suitUS 11,564,164
  • Apple Inc. v. Theta IP, LLCAll claims unpatentable
    PTAB · Nov 24, 2025 · IPR2024-00817 · APJ Kara L Szpondowski · IPR · Final written decision

    Claims 1–8 are unpatentable as obvious over Behbahani, Leete, and Tan; Patent Owner’s motion to strike is denied.

    RulingsFinal written decision
    • Strike new argumentNew argument consideredDenied

      “Pursuant to 37 C.F.R. § 42.23(b), a reply “may only respond to arguments raised in the corresponding . . . patent owner response.” We agree with Petitioner, for the reasons stated in the Opposition, that the arguments and declaration testimony is responsive to arguments raised in the Patent Owner Response. See Opp Mot. 7–11 (explaining the positions taken in the Petition, Patent Owner’s arguments in Response, and the arguments presented in Reply); Corephotonics, Ltd. v. Apple Inc., 84 F.4th 990, 1008– 1009 (Fed. Cir. 2023). Petitioner does not provide a new theory of unpatentability; rather, Petitioner responds and elaborates on the theory presented in the Petition to explain why Patent Owner’s arguments are incorrect. E.g., Chamberlain Grp., Inc. v. One World Techs., Inc., 944 F.3d 919, 925 (Fed. Cir. 2019) (“Parties are not barred from elaborating on their arguments on issues previously raised.”); Belden Inc. v. Berk-Tek LLC, 805 F.3d 1064, 1081–82 (Fed. Cir. 2015) (reasoning that rebuttal evidence should be responsive such that it is offered “to explain, repel, counteract, or disprove the evidence of the adverse party”). “[T]he introduction of new evidence in the course of the trial is to be expected in [IPR] trial proceedings” and permissible “as long as the opposing party is given notice of the evidence and an opportunity to respond to it.” Genzyme Therapeutic Prods. Ltd. P’ship v. Biomarin Pharm. Inc., 825 F.3d 1360, 1366 (Fed. Cir. 2016).” slip op. at 12

    • Skill levelSkill level patent owner adoptedDecided for patent owner

      “Petitioner thus proposes a Master’s degree with two years of experience, while Patent Owner proposes a Bachelor’s degree with five years of experience. At the institution stage, we did not see a material difference in the proposals given that both parties also indicate that more education could substitute for less experience and vice versa, and thus adopted Patent Owner’s proposal. Inst. Dec. 11. We requested that the parties address during trial if either believed that the choice of one proposal over the other would make a difference in the patentability analysis. Id. Neither party has done so. Accordingly, because nothing in the record persuades us that our preliminary finding in the Institution Decision was incorrect, and because neither party has challenged our finding, we maintain our adoption of Patent Owner’s proposed level of ordinary skill in the art.” slip op. at 15

    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITAPlain and ordinary meaningDecided for patent owner

      “Thus, the parties do not dispute the meaning of “signal path,” and we adopt the district court’s construction of plain and ordinary meaning, as agreed by the parties. See PO Resp. 40–41; Pet. 9; Ex. 2025, 14. The dispute concerns the application of this and the surrounding claim language (i.e., “in the receiver signal path”) to the disclosures in Behbahani. See PO Resp. 40–42. Therefore, we will provide further discussion in the context of the parties’ arguments regarding Behbahani below. However, we agree with Patent Owner’s plain reading of the claim language in limitation 1(e) and the corresponding limitations in independent claims 3, 5, 7, and 8 – i.e., that “[t]he plain language requires adjusting a bias current, or a bias current and an impedance, in a circuit, while it is in the signal path.” See PO Resp. 48. We determine that it is not necessary to provide an express interpretation of any other claim terms for purposes of this Decision. 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 20

    • Settled expectationsNot reached

      “Owner’s] settled expectations in long-standing patent rights, and Office policies and efficiency.” Id.; see id. at 25–26. Patent Owner’s arguments essentially reassert the arguments made in the Preliminary Response that inter partes review should be discretionarily denied under 35 U.S.C. § 314(a) and 35 U.S.C. § 325(d). In the Institution Decision, we were not persuaded by these arguments. Inst. Dec. 15–22. Patent Owner argues that in Ecto World, LLC v. RAI Strategic Holdings, Inc., IPR2024-01280, Paper 13 (PTAB May 19, 2025) (§ A precedential) supports denial under 35 U.S.C. § 325(d). Sur-reply 25. However, Ecto World was designated precedential on May 19, 2025, and our Standard Operating Procedure 2 provides that “[a] precedential decision is binding Board authority in subsequent matters involving similar facts or issues.” SOP2, 7 (emphasis added). Therefore, re-evaluation under Ecto World does not appear to be appropriate under the circumstances here. Patent Owner also argues that proceedings can be properly dismissed post-institution in the Director’s discretion. Sur-reply 26. In support, Patent Owner cites to Hulu LLV v. Piranha Media Distribution, LLC, IPR2024- 01252, Paper 17, at 3 (PTAB April 17, 2025). Id. However, in Hulu, the patent owner timely sought Director Review after the institution decision, and upon Director Review, the institution decision was vacated and denied. IPR2024-01252, Papers 16, 19, 27. By contrast, here, Patent Owner raised this issue for the first time in the Sur-reply (filed August 5, 2025, nearly three months after Ecto World was designated precedential), approximately three weeks prior to oral argument. Patent Owner also did not file a motion to terminate the proceeding. Although we recognize that “that the Board has the inherent authority to reconsider institution decisions (beyond the regulatory time for a patentee’s entitlement to seek reconsideration),” Sling TV, L.L.C. v. Realtime Adaptive Streaming LLC, 840 F. App’x 598, 598–99 (Fed. Cir. 2021), we decline to do so at this late stage in the proceeding.” slip op. at 63

    Patent outcomesUS 10,129,825 unpatentable
    Claim construction§ 103 obviousnessDiscretionary denialcites KSR · Graham
    Patents in suitUS 10,129,825
  • PTAB · 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 mixed
    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 11,663,474
  • PTAB · May 16, 2025 · IPR2024-00215 · APJ Jason M Repko · IPR · Final written decision

    Claims 1–10 are unpatentable as obvious over Foster and Hayhurst; the Board did not reach the anticipation and obviousness grounds based on Orsini.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “had at least a bachelor’s degree in computer science, computer engineering, or a related field, with three years of experience in the area of securing data from unauthorized access or use.” Pet. 6 (citing Ex. 1003 ¶¶ 37–38). Petitioner also asserts that a “higher level of education may substitute for less experience.” Id. 2 Available at https://www.uspto.gov/TrialPracticeGuideConsolidated. Patent Owner submitted the Declaration of Dr. Rubin in support of its Response, and in that Declaration, Dr. Rubin accepted Petitioner’s definition. Ex. 2033 ¶¶ 20–21. For the reasons given, we apply the same level of ordinary skill in the art that we did in the Institution Decision. Inst. Dec. 4.” slip op. at 6

    • Expert testimonyPetitioner expert creditedPatent owner expert discountedMixed

      “See Section II.C.3.a.ii supra. Although Dr. Rubin calls Hayhurst’s security benefits “ancillary” (Ex. 2033 ¶¶ 108–109, quoted in PO Resp. 40), this does not align with Hayhurst (see Ex. 1007 ¶¶ 2, 7, 8, 21). For example, Hayhurst describes the security measures in the Technical Field section (id. ¶ 2) and the Summary of the Invention section (id. ¶¶ 7, 8). Hayhurst also discusses piracy deterrence in both the Summary of the Invention section (id. ¶ 8) and the invention’s detailed description (id. ¶ 21). Because Dr. Rubin does not give sufficient weight to Hayhurst’s discussion of piracy deterrence and security, we do not credit Dr. Rubin’s testimony on this issue. See Ex. 2033 ¶¶ 108–109. Thus, we agree with Petitioner that Hayhurst is reasonably pertinent to the network-security problem that the inventors were trying to solve. See Reply 5–6.” slip op. at 15

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction needed

      “Neither party explicitly proposed constructions during trial, and we do not see the need for construing any terms in this Decision.” slip op. at 8

    • Obviousness (§103) › Analogous artAnalogous artDecided for petitioner

      “3. Claim 1 a. Analogous Art “To be considered within the prior art for purposes of the obviousness analysis, a reference must be analogous.” Circuit Check Inc. v. QXQ Inc., 795 F.3d 1331, 1335 (Fed. Cir. 2015) (citing Wang Lab. v. Toshiba Corp., 993 F.2d 858, 864 (Fed. Cir. 1993)). “Two separate tests define the scope of analogous prior art: (1) whether the art is from the same field of endeavor, regardless of the problem addressed and, (2) if the reference is not within the pertinent to the particular problem with which the inventor is involved.” Sanofi-Aventis Deutschland Gmbh v. Mylan Pharms. Inc., 66 F.4th 1373, 1377 (Fed. Cir. 2023) (quoting In re Bigio, 381 F.3d 1320, 1325 (Fed. Cir. 2004) (citations omitted)).” slip op. at 9

    Patent outcomesUS 10,452,854 unpatentable
    Claim construction§ 103 obviousnesscites Phillips
    Patents in suitUS 10,452,854
  • PTAB · Feb 20, 2025 · IPR2024-01287 · APJ John R Kenny · IPR · Institution

    The Board instituted IPR on challenged claims 1–3 and 5–11 based on the asserted grounds, finding a reasonable likelihood of unpatentability and declining discretionary denial.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted

      “The Petition, to justify institution of review, must demonstrate a reasonable likelihood that Petitioner would prevail with respect to at least one challenged claim. 35 U.S.C. § 314(a) (2018). After considering the Petition, the Preliminary Response, and the evidence of record, we determine that the Petition has met this standard. Further, we decline to discretionarily deny inter partes review. Therefore, we institute an inter partes review of the challenged claims of the ’982 patent.” slip op. at 2

    • PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Denied

      “(1) whether the court granted a stay or evidence exists that one may be granted if the Board institutes a trial; (2) the proximity of the court’s trial date to the Board’s projected statutory deadline for a final written decision; (3) the investment in the parallel litigation by the court and the parties; (4) the overlap in the issues raised by the petition and the issues in the parallel litigation; (5) whether the petitioner and the defendant in the parallel litigation are the same party; and (6) other circumstances that impact the Board’s exercise of discretion, including the merits. Fintiv, IPR2020-00019, Paper 11 at 5–6. These factors “relate to whether efficiency, fairness, and the merits support the exercise of authority to deny institution in view of an earlier trial date in the parallel proceeding.” Fintiv, IPR2020-00019, Paper 11 at 6. Further, Fintiv instructs that the Board should take “a holistic view of whether efficiency and integrity of the system are best served by denying or instituting review.” Id.; see PTAB Consolidated Trial Practice Guide at 55–56, 58 (Nov. 2019) (“CTPG”).10” slip op. at 50

    • Claim Construction › Intrinsic evidence (Phillips canons) › Preamble limiting or notPreamble limitingPreamble not limitingMixed

      “In general, a preamble limits the invention if it recites essential structure or steps, or if it is necessary to give life, meaning, and vitality to the claim.” Catalina Mktg. Int'l, Inc. v. Coolsavings.com, Inc., 289 F.3d 801, 808 (Fed. Cir. 2002) (quotations omitted) (quoting Pitney Bowes v. Hewlett- Packard Company, 182 F.3d 1298, 1305 (Fed. Cir. 1999)). “Conversely, a preamble is not limiting where a patentee defines a structurally complete invention in the claim body and uses the preamble only to state a purpose or intended use for the invention.” Id. (citations omitted). “[T]he rule against giving invention-defining effect to intended-use preamble language reflects . . . the ‘well settled’ fundamental principle ‘that the recitation of a new intended use for an old product does not make a claim to that old product patentable.”’ Arctic Cat Inc. v. GEP Power Prods., Inc., 919 F.3d 1320, 1328 (Fed. Cir. 2019) (quoting In re Schreiber, 128 F.3d 1473, 1477 (Fed. Cir. 1997)). On the current record, we determine that the recitation of “a DOCSIS Provisioning Of EPON (DPOE) system” in the preamble of claim 1 is limiting because it provides the antecedent basis for the term “the DPOE system” in body of claim 1 (e.g., limitation 1a). We, however, have not received specific arguments from the parties as to why the entire preamble of claim 1 would be limiting based on the antecedent basis provided by “a DOCSIS Provisioning Of EPON (DPOE) system.” Further, as discussed above, Patent Owner does not provide any explanation of or support for its assertion that the preambles of claims 1 and 6 serve to define the invention that is claimed and are not simply a description of the prior art. Prelim. Resp. 22. Because we do not need to resolve the issue of whether the entire preamble of claim 1 is limiting to decide whether to institute inter partes review, we will wait for further briefing from the parties before deciding whether the entire preamble of claim 1 is limiting. For claim 6, we determine that the recitation of “a DOCSIS Provisioning Of EPON (DPOE) system” in the preamble is not limiting because it does not provide the antecedent basis for any term in the body of claim 6. As mentioned, limitation 6a recites “a DPoE system,” rather than the DPOE system. Further, as discussed above, Patent Owner does not provide any explanation of or support for its assertion that the preambles of claims 1 and 6 serve to define the invention that is claimed and are not simply a description of the prior art. We do not independently see such support in the record. Thus, for this Decision, we determine that the preamble of claim 6 is not limiting. Patent Owner argues that the preamble of claim 4 is limiting. Prelim. Resp. 23 (“the preamble is limiting in all the independent claims.”). For this Decision, as set forth in Sections III.A.6.a and III.C.3 below, we do not need to determine whether the preamble of claim 4 is limiting in light of Petitioner’s showings. slip op. at 16

    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Petitioner asserts that an ordinarily skilled artisan at the time of the alleged invention “would have at least a bachelor’s degree in electrical engineering, computer science or comparable degree or 2–3 years industry experience designing and/or maintaining back-end networking equipment.” Pet. 11. Patent Owner “does not contest Petitioner’s recitation of the level of skill in the art, because even under Petitioner’s proposed level of skill (Pet.[] 11), Petitioner has failed to demonstrate a reasonable likelihood of success.” Prelim. Resp. 17. For purposes of this Decision, we adopt Petitioner’s proposed definition of a person of ordinary skill in the pertinent art, as it is consistent with the ’982 patent and the asserted prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001).” slip op. at 14

    Claim constructionDiscretionary denial
    Patents in suitUS 9,287,982
  • PTAB · Jan 6, 2025 · IPR2023-01169 · APJ Barbara A Parvis · IPR · Final written decision

    Claims 1, 2, and 4–20 are unpatentable over Thomas; claim 3 is not shown unpatentable. Substitute claims 22–36 are unpatentable, and substitute claim 21 is not reached.

    RulingsFinal written decision
    • BurdenFwd mixedMixed

      “g) Conclusion—Claim 1 Based on the arguments and evidence of record, we determine that” slip op. at 28

    • Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)UnpatentableNot shown unpatentableMixed

      “g) Conclusion—Claim 1 Based on the arguments and evidence of record, we determine that” slip op. at 28

    • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableNot shown unpatentableMixed

      “with the computer program 110.” Ex. 1005, 3:54–55. Thomas describes that (1) the “collected data is then stored in the database 130,” (2) the collected “data is stored in a data structure, generally referred to as a user’s profile,” and (3) the collected “data is logically linked to an event, or situation, that initiated the user’s input.” Id. at 3:56–61. Thomas describes creating or establishing a user profile by simulator 120 recording “the user’s decision/input” and storing “the user’s input in the field or sub-profile associated with the particular situation and/or event.” Id. at 4:67–5:5, Fig. 6. Patent Owner does not dispute Petitioner’s showing for element [1.3]. Also, contrary to Patent Owner’s arguments, we must consider what Thomas discloses rather than whether Thomas uses the exact claim term “instruction sets.” Cf. Gleave, 560 F.3d at 1334 (a reference does not have to satisfy an ipsis verbis test to disclose a claimed element). For these reasons, we are not persuaded by Patent Owner’s argument that Thomas does not “mention instruction sets” or “anything related to an instruction set.” PO Resp. 36–37; PO Sur-reply 17.” slip op. at 42

    • PTAB / AIA Trials › Motions to amend / substitute claimsMotion to amend, deniedDenied

      “C. Indefiniteness Petitioner argues that proposed substitute claims 22–36 are indefinite.” slip op. at 72

    Patent outcomesUS 10,607,134 mixed
    § 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham · Nautilus
    Patents in suitUS 10,607,134
  • PTAB · Jan 3, 2025 · IPR2023-01172 · APJ Robert J Weinschenk · IPR · Final written decision

    Claims 1–9, 11–14, 16–24, 26, 28, 29, and 31–34 are unpatentable as anticipated by Grotmol; claim 15 was not shown unpatentable because Grotmol does not disclose its required sequence.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “B. Level of Ordinary Skill in the Art Petitioner argues that a person of ordinary skill in the art would have had “(1) a bachelor’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with two to three years of work experience in computer vision, image/video processing, and/or machine learning; or (2) a master’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with a focus in computer vision, image/video processing, and/or machine learning.” Pet. 3–4 (citing Ex. 1003 ¶ 41). Petitioner’s description of the level of ordinary skill in the art is supported by the testimony of Petitioner’s declarant, Dr. Jason Janet. Ex. 1003 ¶ 41. Patent Owner “adopts” Petitioner’s description of the level of ordinary skill in the art. PO Resp. 4–5. We also adopt Petitioner’s description for the purposes of this Decision.” slip op. at 5

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached

      “The parties appear to agree that the term “connection” refers to a relationship, but dispute whether it includes a link. PO Resp. 7; Pet. Reply 23. We need not resolve this claim construction issue in order to resolve the parties’ disputes about the asserted ground of unpatentability. Specifically, as discussed below, even if we assume for the purposes of this Decision that the term “connection” means a “relationship that includes a link,” the asserted prior art still discloses the disputed claim limitation. See Section II.D.23.” slip op. at 6

    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed patent owner constructionDecided for patent owner

      “We agree with Patent Owner that claim 15 requires modifying the first instruction set before determining the modified first instruction set based on an at least partial match between the new digital picture and the first digital picture. Claim 15 recites “modifying: the first one or more instruction sets” and “determining the modified the first one or more instruction sets . . . based on the at least partial match between the new one or more digital pictures and the first one or more digital pictures.” Ex. 1001, 162:65–163:15 (emphasis added). The phrase “the modified . . . instruction sets” in the determining limitation indicates an order because it refers back to the instruction sets modified in the modifying limitation. Id. Further, the phrase “based on the at least partial match” indicates that a partial match between the new picture and the first picture returns the modified first instruction set. Id. In order for a partial match to return the modified first instruction set, it is logical that the first instruction set previously was modified and correlated to the first picture. Id. Thus, claim 15 indicates that the modifying limitation is performed before the determining limitation. See Altiris, Inc. v. Symantec Corp., 318 F.3d 1363, 1369 (Fed. Cir. 2003) (“First, we look to the claim language to determine if, as a matter of logic or grammar, [the recited steps] must be performed in the order written.”).” slip op. at 8

    • Claim Construction › Functional claiming / §112(f) means-plus-function › Whether §112(f) applies (Williamson, nonce words)§112(f) appliesDecided for petitioner

      “3. Means-plus-function limitations Petitioner contends that the corresponding structure for the “means for receiving or generating a first one or more digital pictures,” the “means for receiving or generating a first one or more instruction sets for operating the first device,” and the “means for learning the first one or more digital pictures correlated with the first one or more instruction sets for operating the first device” in claim 34 is “one or more processor circuits.” Pet. 4 (citing Ex. 1001, 16:8–60). Patent Owner does not dispute Petitioner’s proposed construction. PO Resp. 11. We adopt Petitioner’s proposed construction for purposes of this Decision. D. Anticipation of Claims 1–9, 11–24, 26, 28, 29, and 31–34 by Grotmol Petitioner argues that claims 1–9, 11–24, 26, 28, 29, and 31–34 are” slip op. at 10

    Patent outcomesUS 11,055,583 mixed
    Claim construction§ 102 anticipation
    Patents in suitUS 11,055,583
  • PTAB · Dec 12, 2024 · IPR2023-01054 · APJ Russell E Cass · IPR · Final written decision

    Claims 4 and 11 are unpatentable over Grotmol and Hickman; claims 5 and 7 are not shown unpatentable. Substitute claims 21 and 24–26 are unpatentable; claims 22 and 23 are not reached.

    RulingsFinal written decision
    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “B. Level of Ordinary Skill in the Art Petitioner asserts that a person of ordinary skill in the art, 3 Patent Owner does not present objective evidence of nonobviousness in this proceeding. would have [had] at least: (1) a bachelor’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with two to three years of work experience in computer vision, image/video processing, and/or machine learning; or (2) a master’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with a focus in computer vision, image/video processing, and/or machine learning. Pet. 4 (citing Ex. 1002 ¶¶ 40–42). Patent Owner adopts Petitioner’s definition of a person of ordinary skill in the art. PO Resp. 6. Considering the subject matter of the ’974 patent, the background 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 skill reflected in the specification of the ’974 patent and the asserted prior art references. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). Accordingly, except as noted above, we adopt Petitioner’s assessment” slip op. at 11

    • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

      “1. “connection” Claim 7 recites, in pertinent part, that “a first connection is generated” slip op. at 14

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successMixed

      “c) Conclusion—Claim 7 After consideration of the contentions and the evidence of record, we” slip op. at 52

    • PTAB / AIA Trials › Motions to amend / substitute claimsMotion to amend granted in partGranted in part

      “7 We recognize that our conclusion here differs from the preliminary determination made in our Preliminary Guidance. After considering the full trial record, including Patent Owner’s MTA Reply, Petitioner’s MTA Sur-reply, Patent Owner’s Sur-sur-reply, and the arguments made at the oral hearing, we find that Petitioner has satisfied its burden of showing that this claim limitation would have been obvious over the Grotmol-Hickman combination. When issuing our Preliminary Guidance, we emphasized that the views expressed therein were “preliminary,” “subject to change upon consideration of the complete record,” and “not binding on the Board when reaching a final written decision.” See Prelim. Guid. 3.” slip op. at 99

    Patent outcomesUS 10,452,974 mixed
    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 10,452,974
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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.