- Meta Platforms, Inc. / Meta Platforms Technologies, LLC et al. v. Eight KHZ, LLCAll claims unpatentablePTAB · Dec 3, 2024 · IPR2023-01019 · APJ Scott Raevsky · IPR · Final written decision
Claims 1–20 are unpatentable as obvious over Lyren and Reif; the Board did not reach the Clement, Osman, and Sauk ground.
RulingsFinal written decision- Disclosure Requirements (§112) › Written description (Ariad)Not entitled to earlier dateDecided for petitioner
“Accordingly, we are not persuaded that the ’140 application supports the claimed concept of warning or alerting a user that the user is leaving the virtual environment. Thus, the ’140 application does not support the full scope of the limitations “warning the user that the user is leaving the 3D virtual environment” in claim 1 and “alerting the user that the user is leaving the environment” in claims 7 and 14. The parties have not made any additional arguments regarding support in the ’140 application for limitations of the dependent claims. We conclude that no claim of the ’179 patent is entitled to priority to the ’140 application.” slip op. at 22
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundUnpatentable
“We agree that, in the combination, a POSITA would have implemented Lyren’s audible alerts to alert the user that the user is leaving Reif’s safe zone (and thus the virtual environment) to help keep users safe. Id. at 51 (citing Ex. 1003 ¶¶ 250–263). We also agree with Petitioner’s articulated benefit that the combination would “help protect the users from injury by bumping, hitting, tripping over, etc., real-world objects when moving around while viewing the virtual environment in the HMD (i.e., a type of head-mounted WED).” Id. at 43. Accordingly, we agree with Petitioner that the combination of Lyren and Reif discloses each limitation of claim 14, as well as similar limitations of claims 1 and 7, and that one of ordinary skill in the art would have combined Lyren and Reif in the manner proposed, with a reasonable expectation of success.” slip op. at 26
- ExcludeMotion to exclude, deniedGranted in part
“paragraphs of Dr. Roginska’s declarations in Exhibits 1003 and 1146. Mot. 1; Reply to Opp. 1. Some of these paragraphs support Petitioner’s challenge based on Clement, Osman, and Sauk. Mot. 2–5, 7–11. Because we do not reach Petitioner’s challenge based on Clement, Osman, and Sauk, we do not rely on the portions of Dr. Roginska’s declarations addressing Clement, Osman, and Sauk. Accordingly, we dismiss this portion of Patent Owner’s Motion to Exclude as moot.” slip op. at 27
Patent outcomesUS 10,368,179 unpatentable§ 103 obviousness§ 112 disclosurecites KSR · GrahamPatents in suitUS 10,368,179 - PTAB · Feb 29, 2024 · IPR2023-01345 · APJ Justin T Arbes · IPR · Institution
The Board instituted IPR on claims 1–20 and all asserted grounds after 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
“disclosed, either expressly or under principles of inherency, in a single prior art reference,” Corning Glass Works v. Sumitomo Elec. U.S.A., Inc., 868 F.2d 1251, 1255–56 (Fed. Cir. 1989), and that the claim limitations be “arranged or combined in the same way as recited in the claim,” Net MoneyIN, Inc. v. VeriSign, Inc., 545 F.3d 1359, 1371 (Fed. Cir. 2008). However, “the reference need not satisfy an ipsissimis verbis test.” In re Gleave, 560 F.3d 1331, 1334 (Fed. Cir. 2009). “In an anticipation analysis, the dispositive question is whether a skilled artisan would ‘reasonably understand or infer’ from a prior art reference that every claim limitation is disclosed in that single reference.” Acoustic Tech., Inc. v. Itron Networked Solutions, Inc., 949 F.3d 1366, 1373 (Fed. Cir. 2020) (citation omitted). Whether a reference anticipates is assessed from the perspective of an” slip op. at 8
- Skill levelSkill level petitioner adoptedDecided for petitioner
“of the ’588 patent (October 2011), a person of ordinary skill in the art would have had a bachelor’s degree in electrical engineering, computer science, computer engineering, material science, physics, applied physics, or a related field and at least two years of experience in the research, design, development, or testing of electronic circuits or components or software for controlling electronic circuits or components, or the equivalent, with additional education substituting for experience and additional experience substituting for formal education. Pet. 11, 13–14 (citing Ex. 1003 ¶¶ 26–30). Based on the record presented, including our review of the ’588 patent and the types of problems and solutions described in the ’588 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. The same level of ordinary skill in the art was adopted in the -547 case. See -547 Dec. on Inst. 22–23.” 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. that appear only in claim 20. Pet. 11–13. As in the -547 case, 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 -547 Dec. on Inst. 23–24; 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.’” (citation omitted) (emphasis added)).” slip op. at 10
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)Instituted
“disclosed, either expressly or under principles of inherency, in a single prior art reference,” Corning Glass Works v. Sumitomo Elec. U.S.A., Inc., 868 F.2d 1251, 1255–56 (Fed. Cir. 1989), and that the claim limitations be “arranged or combined in the same way as recited in the claim,” Net MoneyIN, Inc. v. VeriSign, Inc., 545 F.3d 1359, 1371 (Fed. Cir. 2008). However, “the reference need not satisfy an ipsissimis verbis test.” In re Gleave, 560 F.3d 1331, 1334 (Fed. Cir. 2009). “In an anticipation analysis, the dispositive question is whether a skilled artisan would ‘reasonably understand or infer’ from a prior art reference that every claim limitation is disclosed in that single reference.” Acoustic Tech., Inc. v. Itron Networked Solutions, Inc., 949 F.3d 1366, 1373 (Fed. Cir. 2020) (citation omitted). Whether a reference anticipates is assessed from the perspective of an” slip op. at 8
Claim construction§ 102 anticipation§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,705,588 - Trend Micro, Inc. v. Open Text Inc.Institution deniedPTAB · Feb 14, 2024 · IPR2023-01390 · APJ Scott Raevsky · IPR · Institution
The Board denied institution because Piccard was disqualified under pre-AIA § 103(c)(1), leaving neither asserted obviousness ground likely to establish claims 1–14 as unpatentable.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“Under 35 U.S.C. § 314(a), an inter partes review may not be instituted unless it is determined that there is a reasonable likelihood that the petitioner would prevail with respect to at least one of the claims challenged in the petition. After considering the parties’ arguments and evidence, and for the reasons set forth below, Petitioner has not demonstrated a reasonable likelihood of prevailing with respect to at least one of the challenged claims of the ’243 patent. Accordingly, we decline to institute an inter partes review.” slip op. at 2
- Novelty / Anticipation (§102) › Prior-art status of a reference › Patents / published applications (effective date, provisional support)Reference not prior artDecided for patent owner
“Subject matter developed by another person, which qualifies as prior art only under one or more of subsections (e), (f), and (g) of section 102, shall not preclude patentability under this section where the subject matter and the claimed invention were, at the time the claimed invention was made, owned by the same person or subject to an obligation of assignment to the same person. Petitioner asserts that Piccard qualifies as prior art under pre-AIA § 102(e). Pet. 4 (“Piccard . . . is prior art under pre-AIA § 102(e) because it was filed on June 30, 2005, before the earliest possible priority date of the ’243 patent.”). Piccard cannot qualify as prior art under § 102(a) or § 102(b), as Piccard published January 4, 2007, which is after the ’243 patent’s April 20, 2006 filing date. Ex. 1007, code (43); Ex. 1001, code (22). Therefore, Piccard could qualify as prior art only under § 102(e) and may be subject to disqualification under § 103(c)(1). Cf. Unified Patents, Inc. v. Uniloc Luxembourg S.A., IPR2017-02148, Paper 9 at 19–20 (PTAB Apr. 17, 2018) (determining that a reference was not disqualified under § 103(c)(1) because it qualified as prior art under § 102(a) and therefore was not “prior art only under one or more of subsections (e), (f), and (g) of section 102”).” slip op. at 6
§ 102 anticipationPatents in suitUS 8,201,243 - Meta Platforms, Inc. v. Eight KHZ, LLCInstitutedPTAB · Jan 9, 2024 · IPR2023-01005 · APJ Justin T Arbes · IPR · Institution
The Board instituted IPR of claims 9–14 and 16–20 on all asserted grounds after finding a reasonable likelihood of prevailing on at least one challenged claim.
RulingsInstitution decision- PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Decided for petitioner
“discretionarily deny institution in view of parallel district court litigation where a petitioner presents a stipulation not to pursue in a parallel proceeding the same grounds or any grounds that could have reasonably been raised before the PTAB.” Director’s Memo 3. With our authorization, Petitioner filed a stipulation which stipulates that [i]f the PTAB institutes the pending IPR in IPR2023-01005 challenging the patentability of claims 9–14 and 16–20 of the ’628 patent, then [Petitioner, Meta Platforms Technologies, LLC, and Twisted Pixel Games, LLC] will not pursue as to the challenged claims any ground raised or that could have been reasonably raised in the IPR in the above-captioned district court litigation (No. 6:22-cv-00575-ADA).” slip op. at 11
- Novelty / Anticipation (§102) › Prior-art status of a reference › Printed publication / public accessibilityPrinted publication establishedInstituted
“[A]t the institution stage, the petition must identify, with particularity, evidence sufficient to establish a reasonable likelihood that the reference was publicly accessible before the critical date of the challenged patent and therefore that there is a reasonable likelihood that it qualifies as a printed publication.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13, 21 (PTAB Dec. 20, 2019) (precedential) (“Hulu”). 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.” Id. at 13. slip op. at 24
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundInstituted
“We disagree based on the current record. Schröder “must be considered for everything that it teaches, not simply the . . . preferred embodiment” that involves only adjusting the HRTFs to maintain the sound’s direction when there are small, relatively frequent movements and performing cross-talk filtering in a particular way. In re Applied Materials, Inc., 692 F.3d 1289, 1298 (Fed. Cir. 2012); In re Mouttet, 686 F.3d 1322, 1331 (Fed. Cir. 2012) (“A reference may be read for all that it teaches, including uses beyond its primary purpose.”). Petitioner’s position is that (1) Billinghurst teaches spatializing sound for the avatar of a remote collaborator shown on the display, as well as changing the spatialized sound in response to the wearer’s head movements, but does not explicitly describe how it does so, and, therefore, (2) a person of ordinary skill in the art would have looked to a reference like Schröder for details. See Pet. 21–22, 24, 34–36, 45–48. Petitioner relies on Schröder solely for its teachings regarding HRTF processing, not, for example, its description of a particular Schröder processes voice using HRTFs and adjusts HRTFs in response to head movements to maintain direction some of the time (i.e., when there are small, relatively frequent movements); Schröder simply takes a different action in certain other circumstances (i.e., it resets the direction when there is a larger, relatively less frequent movement). See Ex. 1012, pg. 4, l. 12–pg. 6, l. 3; Unwired Planet, LLC v. Google Inc., 841 F.3d 995, 1002 (Fed. Cir. 2016) (“combinations of prior art that sometimes meet the claim elements are sufficient to show obviousness”).” slip op. at 33
- Skill levelSkill level petitioner adoptedDecided for petitioner
“C. Level of Ordinary Skill in the Art Petitioner argues that at the time of the ’628 patent (June 2014), a person of ordinary skill in the art would have had “at least a bachelor’s degree in computer science or engineering with a focus on audio signal processing and sound localization, with at least two years of relevant experience,” where “[a]dditional experience could substitute for less education, and additional education could likewise substitute for less experience.” Pet. 19 (citing Ex. 1003 ¶¶ 32–34). Patent Owner applies Petitioner’s definition of the level of ordinary skill in the art for purposes of its Preliminary Response. Prelim. Resp. 5. Based on the record presented, including our review of the ’628 patent and the types of problems and solutions described in the ’628 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, except that we remove the term experience.” slip op. at 14
§ 102 anticipation§ 103 obviousnessDiscretionary denialcites KSR · GrahamPatents in suitUS 9,674,628 - PTAB · Dec 6, 2023 · IPR2023-01020 · APJ Scott Raevsky · IPR · Institution
Instituted review of claims 1–20 on all grounds; the Lyren and Reif combination showed a reasonable likelihood of obviousness for at least one claim.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“Under 35 U.S.C. § 314(a), an inter partes review may not be instituted unless it is determined that there is a reasonable likelihood that the petitioner would prevail with respect to at least one of the claims challenged in the petition. After considering the parties’ arguments and evidence, and for the reasons set forth below, Petitioner demonstrates a reasonable likelihood of prevailing with respect to at least one of the challenged claims of the ’184 patent. Accordingly, we institute an inter partes review with respect to all challenged claims and grounds asserted in the Petition. 37 C.F.R. § 42.108(a) (2022).” slip op. at 2
- PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Decided for petitioner
“could have reasonably been raised before the PTAB.” Director’s Memo 3. With our authorization, Petitioner has filed a stipulation which stipulates that If the PTAB institutes the pending IPR in IPR2023-01020 challenging the patentability of claims 1-20 of the ’184 patent, then [Defendants Meta Platforms, Inc., Meta Platforms Technologies, LLC, and Twisted Pixel Games, LLC] will not pursue as to the challenged claims any ground raised or that could have been reasonably raised in the IPR in the above-captioned district court litigation (No. 6:22-cv-00575-ADA).” slip op. at 8
- Skill levelSkill level petitioner adoptedDecided for petitioner
“A POSA [person of ordinary skill in the art or “POSITA”] in the relevant timeframe (2015 to 2019) would have had a Bachelor’s degree in computer science/engineering, music technology, or a related field, and at least two years of industry experience, or academic research experience, in virtual/augmented reality, audio engineering, or an equivalent. Additional education can compensate for less experience, and vice-versa. Pet. 6 (citing Ex. 1003 ¶¶ 34–36). Patent Owner uses Petitioner’s proposed level of skill in the art at this stage. Prelim. Resp. 7. We are persuaded, on the present record, that Petitioner’s proposal is consistent with the problems and solutions in the ’184 patent and prior art of record. We adopt Petitioner’s definition of the level of skill for the purposes of this Decision.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for petitioner
“The parties do not propose any claim constructions. See Pet. 7; Prelim. Resp. 7. As no terms are in dispute, we determine that no terms require construction at this stage. 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 10
Claim construction§ 103 obviousness§ 112 disclosureDiscretionary denialcites KSR · GrahamPatents in suitUS 10,448,184 - PTAB · Dec 6, 2023 · IPR2023-01019 · APJ Scott Raevsky · IPR · Institution
The Board instituted review of claims 1–20 on all petitioned grounds, finding a reasonable likelihood of success on at least one claim, including over Lyren and Reif assuming Lyren is prior art.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“Under 35 U.S.C. § 314(a), an inter partes review may not be instituted unless it is determined that there is a reasonable likelihood that the petitioner would prevail with respect to at least one of the claims challenged in the petition. After considering the parties’ arguments and evidence, and for the reasons set forth below, Petitioner demonstrates a reasonable likelihood of prevailing with respect to at least one of the challenged claims of the ’179 patent. Accordingly, we institute an inter partes review with respect to all challenged claims and grounds asserted in the Petition. 37 C.F.R. § 42.108(a) (2022). Our factual findings and conclusions at this stage of the proceeding are based on the evidentiary record developed thus far. This is not a final decision as to patentability of the challenged claims.” slip op. at 2
- PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Denied
“The Director’s Memo provides that “[c]onsistent with Sotera Wireless, Inc.,[8] the PTAB will not discretionarily deny institution in view of parallel district court litigation where a petitioner presents a stipulation not to pursue in a parallel proceeding the same grounds or any grounds that could have reasonably been raised before the PTAB.” Director’s Memo 3. With our authorization, Petitioner has filed a stipulation which stipulates that 7 Available at https://www.uspto.gov/sites/default/files/documents/ interim_proc_discretionary_denials_aia_parallel_district_court_ litigation_memo_20220621_.pdf. 8 Sotera Wireless, Inc. v. Masimo Corp., IPR2020-01019, Paper 12 at 18–19 (PTAB Dec. 1, 2020) (precedential). If the PTAB institutes the pending IPR in IPR2023-01019 challenging the patentability of claims 1-20 of the ’179 patent, then [Defendants Meta Platforms, Inc., Meta Platforms Technologies, LLC, and Twisted Pixel Games, LLC] will not pursue as to the challenged claims any ground raised or that could have been reasonably raised in the IPR in the above-captioned district court litigation (No. 6:22-cv-00575-ADA). Prelim. Reply 1. Patent Owner concedes that Petitioner has filed a “Sotera-like stipulation” but argues that it is insufficient because it “leaves the door open to a duplication of efforts and the possibility of conflicting decisions.” Prelim. Sur-reply 1 (citing Ex. 1141, 4 (“This stipulation is not intended . . . to limit Meta’s ability to assert . . . invalidity under 35 U.S.C. §§ 102 and 103 not available in IPR and under 35 U.S.C. §§ 101 and 112[], regardless of whether IPRs are instituted.” (emphasis omitted))). Namely, Patent Owner argues that Petitioner’s stipulation carves out “the right to assert overlapping system art in the parallel district court proceeding,” such that institution here would not address the risk of “inconsistent outcomes between the PTAB and the district court.” Id. at 4. We disagree with Patent Owner, as Petitioner’s stipulation sufficiently” slip op. at 8
- Skill levelSkill level petitioner adoptedDecided for petitioner
“understanding of a person of ordinary skill in the art at the time of the invention. Graham, 383 U.S. at 13, 17. Petitioner asserts that A POSA [person of ordinary skill in the art or “POSITA”] in the relevant timeframe (2015 to 2019) would have had a Bachelor’s degree in computer science/engineering, music technology, or a related field, and at least two years of industry experience, or academic research experience, in virtual/augmented reality, audio engineering, or an equivalent. Additional education can compensate for less experience, and vice-versa. Pet. 6 (citing Ex. 1003 ¶¶ 34–36). Patent Owner applies Petitioner’s proposed level of skill in the art at this stage. Prelim. Resp. 4. We are persuaded, on the present record, that Petitioner’s proposal is consistent with the problems and solutions in the ’179 patent and prior art of record. We adopt Petitioner’s definition of the level of skill for the purposes of this Decision.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“In inter partes review, we construe a 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). The parties do not propose any claim constructions. See Pet. 6–7; Prelim. Resp. 4. We agree that no terms require construction at this stage. 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 11
Claim construction§ 103 obviousness§ 112 disclosureDiscretionary denialcites KSR · GrahamPatents in suitUS 10,368,179 - Sophos Ltd. / Sophos Inc. v. Open Text Inc.Institution deniedPTAB · Nov 29, 2023 · PGR2023-00031 · APJ Barbara A Parvis · PGR · Institution
The Board denied institution because Petitioner did not show that any challenged claim was more likely than not unpatentable over the asserted obviousness or indefiniteness grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“review under 35 U.S.C. § 324 and 37 C.F.R. § 42.4. A post-grant review may not be instituted “unless . . . the information presented in the petition . . . , if such information is not rebutted, would demonstrate that it is more likely than not that at least 1 of the claims challenged in the petition is unpatentable.” 35 U.S.C. § 324 (2018). Having considered the arguments and evidence presented by Petitioner and Patent Owner, we determine that Petitioner has not demonstrated that it is more likely than not that at least one of the claims challenged in the patent is unpatentable. Accordingly, we do not institute a post-grant review of the challenged claims of the ’869 patent.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Pet. 10 (citing Ex. 1004 ¶ 16). Patent Owner does not dispute Petitioner’s proposal. Prelim. Resp. 33. Considering the subject matter of the ’869 patent, the background technical field, and the asserted prior art, we agree with Petitioner’s proposed qualifications for an ordinary level of skill, 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 ’869 patent and the asserted prior art references. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). Accordingly, for purposes of this Decision, and based on the current record, except as noted above, we adopt Petitioner’s assessment of the level of skill for one of ordinary skill in the art.” slip op. at 13
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached
“We agree with Patent Owner that the claims are directed to the classification stage, as they require extracting “a plurality of static data points” from an executable file and “generating a feature vector from [that] plurality of static data points using a classifier” (emphasis added). The claims also recite that the classifier has been “trained to classify” (emphasis added). Further, the claims recite that “features of the feature vector” are selectively turned on or off, indicating that the feature vector has been generated. We also agree with Patent Owner that Petitioner has not shown that Ideses teaches or suggests a classification method in which one or more features of a feature vector generated from a plurality of static data points are selectively turned on or off based on the value of the static data point. As explained in the summary of Ideses above, Ideses describes “methods and systems for generating classifiers” (Ex. 1005 ¶ 2) in which “extracted features [may be] identified for pruning to generate the group of classifying features,” and “the selection [may be] based on identifying a classification effectiveness rank for each of the features of the training software applications” or “based on identifying resource requirements for each of the features of the training software applications.” See id. ¶¶ 98, 99. “[T]he group of classifying features [may be] selected based on the significance of the extracted features,” such that “[s]ignificant features, such as those that have a large effect on the classification outcomes, may be retained” and “[i]nsignificant features, such as those that have a small, negligible or no effect on classification outcome may be pruned.” Id. ¶¶ 101, 106. Petitioner argues that “Ideses explains that in the method depicted in Figure 1, ‘[t]he full feature list is optionally selectively pruned,’ i.e., ‘selectively turned off’ as required by [1.e],” and “[f]urther, ‘each feature of the group is selected from-the-ground-up; added to the group as opposed to removed from or retained within a larger group,’ i.e., ‘selectively turned on’ as required by [1.e].” Pet. 33 (citing Ex. 1005 ¶ 71). Petitioner also argues element 1.e is taught by Ideses’s “approaches to pruning insignificant features,” which Petitioner argues are “to selectively includ[e]/exclud[e] features based on whether a feature coefficient ‘is within a predetermined range’ as required” by element 1.e. Id. at 34 (citing, e.g., Ex. 1005 ¶¶ 107, 109–110). But all of the selection and pruning described in Ideses concerns the” slip op. at 22
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“We agree with Patent Owner that the claims are directed to the classification stage, as they require extracting “a plurality of static data points” from an executable file and “generating a feature vector from [that] plurality of static data points using a classifier” (emphasis added). The claims also recite that the classifier has been “trained to classify” (emphasis added). Further, the claims recite that “features of the feature vector” are selectively turned on or off, indicating that the feature vector has been generated. We also agree with Patent Owner that Petitioner has not shown that Ideses teaches or suggests a classification method in which one or more features of a feature vector generated from a plurality of static data points are selectively turned on or off based on the value of the static data point. As explained in the summary of Ideses above, Ideses describes “methods and systems for generating classifiers” (Ex. 1005 ¶ 2) in which “extracted features [may be] identified for pruning to generate the group of classifying features,” and “the selection [may be] based on identifying a classification effectiveness rank for each of the features of the training software applications” or “based on identifying resource requirements for each of the features of the training software applications.” See id. ¶¶ 98, 99. “[T]he group of classifying features [may be] selected based on the significance of the extracted features,” such that “[s]ignificant features, such as those that have a large effect on the classification outcomes, may be retained” and “[i]nsignificant features, such as those that have a small, negligible or no effect on classification outcome may be pruned.” Id. ¶¶ 101, 106. Petitioner argues that “Ideses explains that in the method depicted in Figure 1, ‘[t]he full feature list is optionally selectively pruned,’ i.e., ‘selectively turned off’ as required by [1.e],” and “[f]urther, ‘each feature of the group is selected from-the-ground-up; added to the group as opposed to removed from or retained within a larger group,’ i.e., ‘selectively turned on’ as required by [1.e].” Pet. 33 (citing Ex. 1005 ¶ 71). Petitioner also argues element 1.e is taught by Ideses’s “approaches to pruning insignificant features,” which Petitioner argues are “to selectively includ[e]/exclud[e] features based on whether a feature coefficient ‘is within a predetermined range’ as required” by element 1.e. Id. at 34 (citing, e.g., Ex. 1005 ¶¶ 107, 109–110). But all of the selection and pruning described in Ideses concerns the” slip op. at 22
§ 103 obviousness§ 112 disclosurecites Phillips · KSR · Graham · NautilusPatents in suitUS 11,409,869 - Sophos Ltd. / Sophos Inc. v. Open Text Inc.Institution deniedPTAB · Nov 2, 2023 · IPR2023-00732 · APJ Scott Raevsky · IPR · Institution
The Board denied institution because Petitioner did not show Li was prior art, defeating the reasonable-likelihood showing for all challenged claims and grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsDenied
“Under 35 U.S.C. § 314(a), an inter partes review may not be instituted unless it is determined that there is a reasonable likelihood that the petitioner would prevail with respect to at least one of the claims challenged in the petition. After considering the parties’ arguments and evidence, and for the reasons set forth below, Petitioner has not demonstrated a reasonable likelihood of prevailing with respect to at least one of the challenged claims of the ’932 patent. Accordingly, we decline to institute an inter partes review.” slip op. at 2
- Expert testimonyPetitioner expert discountedDecided for patent owner
“Our rules require that “[a]ll evidence must be filed in the form of an exhibit,” and that “[e]ach exhibit must be filed with the first document in which it is cited except as the Board may otherwise order.” Id. §§ 42.63(a), 42.6(c). Despite Petitioner not filing the webpage links as exhibits with Exhibit 1009, we gave Petitioner the opportunity to correct this error and ordered Petitioner to file late copies of these webpage links as exhibits by September 22, 2023. See Ex. 3001 (email order); 37 C.F.R. § 42.6(c) (“except as the Board may otherwise order”). Petitioner declined to do so, instead choosing to request authorization to file a Motion to Dismiss, which we authorized in an order mailed October 2, 2023 (Paper 17).8 In our email order, we informed Petitioner that failure to file the webpage links as exhibits would result in the Board not considering the webpage links as evidence in these proceedings. Ex. 3001. Our order authorizing filing of the Motion to Dismiss did not obviate Petitioner’s responsibility to file copies of the webpage links as exhibits. See id.; Paper 17.” slip op. at 13
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Patent Owner provides a slightly different definition of the level of skill. Prelim. Resp. 23 (citing Ex. 2001 ¶¶ 41–43). We are persuaded, on the present record, that Petitioner’s proposal is consistent with the problems and solutions in the ’932 patent and prior art of record. We adopt Petitioner’s definition of the level of skill for the purposes of this decision. Our decision would not have changed had we adopted Patent Owner’s definition.” slip op. at 6
- Novelty / Anticipation (§102) › Prior-art status of a reference › Printed publication / public accessibilityPrinted publication not establishedNot shown unpatentable
“reasonable likelihood that Li was publicly accessible before the priority date of the ’932 patent. In particular, we determine that Petitioner has not shown a reasonable likelihood that Li “has been disseminated” or that Li was “otherwise made available to the extent that persons interested and ordinarily skilled in the subject matter or art exercising reasonable diligence, can locate it.” See SRI, 511 F.3d at 1194. As an initial matter, Li is undated. We can find no indication anywhere in Li itself evidencing a timeframe in which it might have been published, not even a copyright date. There is also no indication in Li of any journal or website where Li may have been published. Dr. Hall-Ellis testifies that Li “appears beginning on page 12” of, purportedly, a record of the 12th International Conference on Telecommunication Systems: Modeling and Analysis, but the copy of Li submitted by Petitioner starts on page “1” and includes no further pages describing any conference. See Ex. 1009 ¶ 40; Ex. 1005, 1. Ultimately, there is nothing in the text of Li itself to distinguish Li from a draft paper that was never published. Petitioner submits no evidence that Li was disseminated at or around the time of the 12th International Conference on Telecommunication Systems: Modeling and Analysis. See Medtronic, 891 F.3d at 1381. Dr. Hall-Ellis testifies that Li was “presented” at the conference but submits no evidence in support of this assertion. Ex. 1009 ¶ 43. For example, Dr. Hall-Ellis does not address “whether the copies were freely distributed to interested members of the public” or whether there was a “legal obligation of confidentiality” when distributing any copies, among other factors. See Medtronic, 891 F.3d at 1381. Absent any such evidence, we conclude that Petitioner has not shown dissemination of Li at or around the time of the conference, or at any other time before the ’932 patent’s asserted priority date. Petitioner also does not sufficiently establish that Li was “otherwise made available to the extent that persons interested and ordinarily skilled in the subject matter or art exercising reasonable diligence, can locate it.” See SRI Int’l, 511 F.3d at 1194. Dr. Hall-Ellis’s testimony is deficient because her testimony does not establish that Li was likely made available to the public before the critical date of the challenged patent. See Hulu, Paper 29 at 16. For example, Dr. Hall-Ellis does not claim personal knowledge of when Li was first published, was unclear as to when she obtained Li from the OPERA digital repository, and unpersuasively asserts that Li “is” available from other digital repositories. See Prelim. Resp. 32–33; Ex. 1009 ¶¶ 40–41. Whether Li “is” available online now does not establish that Li was publicly accessible in the relevant timeframe, i.e., 17 years earlier, prior to the April 20, 2006 priority date of the ’932 patent. Further, Dr. Hall-Ellis presents no persuasive evidence that the identified digital repositories hosted Li in the relevant timeframe. Patent Owner persuasively asserts that ResearchGate was established in 2008, after the priority date, and that Google Scholar’s page referencing Li links to ResearchGate. Prelim. Resp. 33–34 (citing Ex. 2014 (“We started ResearchGate in 2008 . . . .”); Ex. 1009 ¶ 41; see also id. n.23 (Google Scholar link, showing “[PDF] from researchgate.net”). Accordingly, these repositories do not support Dr. Hall-Ellis’s testimony that Li was publicly available in the relevant timeframe, before April 20, 2006. Dr. Hall-Ellis’s reliance on the CiteSeer repository is also unavailing because Dr. Hall- Ellis’s link to CiteSeer directly opens a PDF file of Li and does not provide any evidence showing that CiteSeer hosted Li in the relevant timeframe. See Ex. 1009 ¶ 41 n.24.” slip op. at 15
§ 102 anticipation§ 103 obviousnesscites KSR · GrahamPatents in suitUS 8,719,932 - Sophos Ltd. / Sophos Inc. v. Open Text Inc.Institution deniedPTAB · Nov 2, 2023 · IPR2023-00731 · APJ Scott Raevsky · IPR · Institution
The Board denied institution because Petitioner did not show Li was prior art, defeating the reasonable-likelihood showing for all challenged claims and grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“Under 35 U.S.C. § 314(a), an inter partes review may not be instituted unless it is determined that there is a reasonable likelihood that the petitioner would prevail with respect to at least one of the claims challenged in the petition. After considering the parties’ arguments and evidence, and for the reasons set forth below, Petitioner has not demonstrated a reasonable likelihood of prevailing with respect to at least one of the challenged claims of the ’243 patent. Accordingly, we decline to institute an inter partes review.” slip op. at 2
- BurdenDecided for patent owner
“therefore, “the Board [will] not consider[] these hyperlinked webpages as evidence in [this] proceeding[].” Ex. 3001. As a result, Dr. Hall-Ellis’s declaration does not cite any supporting evidence of record in this proceeding (other than Li itself, Ex. 1005). Ex. 1009 ¶¶ 40–43. The declaration thus “does not disclose the underlying facts or data on which the opinion is based” and is therefore “entitled to little or no weight.” See 37 C.F.R. § 42.65(a). For this reason alone, we find that Petitioner has failed to establish the public accessibility of Li.” slip op. at 15
- Expert testimonyPetitioner expert discountedDecided for patent owner
“Our rules require that “[a]ll evidence must be filed in the form of an exhibit,” and that “[e]ach exhibit must be filed with the first document in which it is cited except as the Board may otherwise order.” Id. §§ 42.63(a), 42.6(c). Despite Petitioner not filing the webpage links as exhibits with Exhibit 1009, we gave Petitioner the opportunity to correct this error and ordered Petitioner to file late copies of these webpage links as exhibits by September 22, 2023. See Ex. 3001 (email order); 37 C.F.R. § 42.6(c) (“except as the Board may otherwise order”). Petitioner declined to do so, instead choosing to request authorization to file a Motion to Dismiss, which we authorized in an order mailed October 2, 2023 (Paper 17).7 In our email order, we informed Petitioner that failure to file the webpage links as exhibits would result in the Board not considering the webpage links as evidence in these proceedings. Ex. 3001. Our order authorizing filing of the Motion to Dismiss did not obviate Petitioner’s responsibility to file copies of the webpage links as exhibits. See id.; Paper 17.” slip op. at 13
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Patent Owner provides a slightly different definition of the level of skill. Prelim. Resp. 22–23 (citing Ex. 2001 ¶¶ 41–43). We are persuaded, on the present record, that Petitioner’s proposal is consistent with the problems and solutions in the ’243 patent and prior art of record. We adopt Petitioner’s definition of the level of skill for the purposes of this decision. Our decision would not have changed had we adopted Patent Owner’s definition.” slip op. at 6
Claim construction§ 102 anticipationcites KSR · GrahamPatents in suitUS 8,201,243 - Volkswagen Group Of America, Inc. v. Stratosaudio, Inc.All claims unpatentablePTAB · Jan 24, 2023 · IPR2022-00204 · APJ Justin T Arbes · IPR · Final written decision
Claims 11, 14–16, and 18 are unpatentable as obvious over Mackintosh; the Board did not reach the alternative Takahisa anticipation ground.
RulingsFinal written decision- PTAB / AIA Trials › Joinder §315(c) / SAS all-or-nothingJoinder, grantedGranted
“Mazda Motor of America, Inc., Subaru of America, Inc., and Volvo Car USA, LLC filed a motion for joinder and a petition in Case IPR2022-00204, which were granted, and, therefore, were joined as petitioners in this proceeding. Paper 36. We adjusted the time of pendency in this proceeding beyond one year after institution due to joinder. Paper 55.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“patent, we look to “1) the types of problems encountered in the art; 2) the prior art solutions to those problems; 3) the rapidity with which innovations are made; 4) the sophistication of the technology; and 5) the educational level of active workers in the field.” Ruiz v. A.B. Chance Co., 234 F.3d 654, 666–667 (Fed. Cir. 2000). “Not all such factors may be present in every case, and one or more of them may predominate.” Id. at 667. Petitioner argues that at the time of the ’028 patent (September 2000), a person of ordinary skill in the art would have had “a B.S. in computer science or electrical engineering (or a related field), and approximately three years of experience working in the communications- or Internet-related industries, or, alternatively, an advanced degree (such as a master’s degree) in computer science or electrical engineering (or a related field).” Pet. 8 (citing Ex. 1003 ¶ 44); see Ex. 1003 ¶ 29. Patent Owner applies the same definition of the level of ordinary skill in the art. PO Resp. 16–17 (citing Ex. 2019 ¶¶ 57–58). Based on the full record developed during trial, including our review of the ’028 patent and the types of problems and solutions described in the ’028 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. See, e.g., Ex. 1001, col. 1, l. 25–col. 2, l. 49 (describing in the “Background” section of the ’028 patent various FM broadcast and other communication methods).” slip op. at 9
- Claim Construction › Intrinsic evidence (Phillips canons) › Preamble limiting or notPreamble limitingDecided for patent owner
“1. Preamble of Claim 11 In the Decision on Institution, we determined based on the record at the time that the preamble of claim 11 is limiting because the body of the 3 The claim interpretations adopted herein are identical to those set forth in the concurrently entered final written decision in the Hyundai IPR, with one exception—we need not interpret “broadcast stream” in that proceeding. content identifying data,” “at least one broadcast segment,” and “communication device.” See Dec. on Inst. 27 n.5; Eaton Corp. v. Rockwell Int’l Corp., 323 F.3d 1332, 1339 (Fed. Cir. 2003) (“When limitations in the body of the claim rely upon and derive antecedent basis from the preamble, then the preamble may act as a necessary component of the claimed invention.”). Patent Owner agrees, and Petitioner does not argue otherwise in its Petition or Reply. See Pet. 48 (arguing that “[r]egardless of whether the preamble is limiting, it is disclosed by Mackintosh”); PO Resp. 34–35. Based on the full trial record, we determine that the preamble of claim 11 is limiting.” slip op. at 10
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“2. “Broadcast Stream” Petitioner argues that “broadcast stream” should be interpreted to mean “any media conveyance methodology that conveys information in the form of a signal,” including, for example, data, information, or programming distributed over AM/FM radio, digital radio, the Internet, satellite, cable, analog television, digital television, or the like. Pet. 9. Patent Owner does not object to Petitioner’s proposed interpretation. PO Resp. 17. We adopt Petitioner’s proposed interpretation, which is consistent with the Specification of the ’028 patent. See Pet. 9–11 (citing Ex. 1001, col. 1, l. 26–col. 2, l. 49, col. 4, ll. 16–21, col. 10, l. 56–col. 11, l. 20).” slip op. at 11
Patent outcomesUS 8,688,028 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites KSR · GrahamPatents in suitUS 8,688,028
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.