- PTAB · Sep 19, 2025 · PGR2025-00025 · APJ Kimberly Mcgraw · PGR · Institution
The Board instituted PGR on claims 1–19 and all asserted grounds, finding it more likely than not that claim 1 is anticipated by the Gatorade Label.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“if “the information presented in the petition . . . demonstrate[s] that it is more likely than not that at least 1 of the claims challenged in the petition is unpatentable.” Post-grant review is available for patents that issue from applications that at one point contained at least one claim with an effective filing date on or after March 16, 2013. See Leahy-Smith America Invents Act, Pub. L. No. 112-29, 125 Stat. 284 (2011) (“AIA”), §§ 3(n)(1), 6(f)(2)(A). After considering the briefing and the evidence of record, for the reasons set forth below, we determine that Petitioner has shown that the ’422 Patent is eligible for post-grant review and has shown it is more likely than not that at least one challenged claim of the ’422 Patent is unpatentable under § 324(a). Accordingly, we institute a post-grant review of the challenged claims of the ’422 Patent.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner contends that a person of ordinary skill in the art “would possess at least (1) a Bachelor’s degree in chemistry or a related field, with (2) five years of experience in material identification and characterization using multiple analytical methods and field sampling, or equivalent research or professional experience.” Pet. 12 (citing Ex. 1014 ¶ 24). Patent Owner does not dispute Petitioner’s definition for one of ordinary skill in the art nor provide a proposed definition of its own. See generally Prelim. Resp. For the purposes of this Decision, we adopt Petitioner’s undisputed proposal regarding the level of one of ordinary skill in the art.” slip op. at 7
- Claim Construction › Intrinsic evidence (Phillips canons) › Prosecution history disclaimer / disavowalDisclaimer foundDecided for patent owner
“336. The applicant explained that not all combinations of shrink films and light blocking materials are recyclable. Id. at 335. The applicant explained that films can be compatible with PET recycling in two ways, (1) the film can float in water and be separated from PET that sinks in water or (2) the PET films crystallize and “can be recovered with the PET stream.” Id. at 336 (citing “A Resource Document by the Association of Plastic Recyclers (APR)”) (found at Ex. 1002, 323–332) (emphasis omitted). The applicant explained that “removing the label before or during the recycling process is not evidence of the recyclability of the label” and that “[r]emoving the label during the recycling process is not equivalent to actually recycling the label.” Id. at 335. As such, a POSITA reading the prosecution history would understand that a label is not recyclable with a PET container, as recited by the independent claims, by removing the label from the PET recycle stream before or during the recycling process.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Term construed board ownOther
“To determine how a person skill in the art would determine if a shrink label is “recyclable” as recited in the independent claims, we look to how the Specification of the ’422 Patent describes or defines recyclable shrink labels. For example, the ’422 Patent states that PET shrink films are generally considered recyclable if no inks are retained on the film after a caustic wash cycle typically used in PET reclaiming processes. Ex. 1001, 6:61–65. The ’422 Patent further states that labels are fully recyclable if the polymers used are clear, preferably clear PET, and the labels include inks that can be washed off in a “typical PET recycling wash (caustic wash).” Id. at 11:44– 49; see also id. at 11:49–54 (describing embodiments in which the labels are free or substantially free of inks that cannot be washed off in a caustic wash or where the labels are free or substantially free of color plastics that cannot be recycled). The ’422 Patent further discusses “industry standards” for determining whether various embodiments of shrink labels are recyclable. See, e.g., id. at 11:29–53. For example, the Specification states that the “Association for Plastic Recyclers (APR) Critical Guidance Protocol for Clear PET Articles with Labels and Closures (PET-CG-02)” (Ex. 1005) can certify that a film is fully recyclable with a container or bottle. Id. at 11:34– 38. Additionally, the Specification states that labels “are recyclable according to the Evaluation of the Near Infrared (NIR) Sorting Potential of a Whole Plastic Article (SORT-B-01)” (Ex. 1010) and/or the “Evaluation of Sorting Potential for Plastic Articles Utilizing Metal, Metalized, or Metallic Printed Components (SORT-B-03)” (Ex. 1011). Ex. 1001, 11:39–44. The ’422 Patent further states that embodiments of the labels “are fully recyclable. For example, the labels may include inks that can be washed off in a typical PET recycling wash (caustic wash) and the polymers” are preferably clear PET. Id. at 11:44–48. The ’422 Patent thus provides various descriptions or standards to determine the recyclability of shrink labels. For the purposes of addressing the anticipation and obviousness grounds, we determine that any of these standards can be used to determine if a shrink label is “recyclable.” We note that our construction is preliminary and is based on the present record. We invite the parties to further the address the construction of “wherein the recyclable shrink label is recyclable with a PET container” during trial.” slip op. at 12
Claim construction§ 102 anticipation§ 103 obviousness§ 112 disclosurecites Phillips · NautilusPatents in suitUS 11,961,422 - Digital Global Systems, Inc. v. Deepsig Inc.Institution deniedPTAB · May 28, 2025 · IPR2025-00194 · APJ Robert J Weinschenk · IPR · Institution
The Board denied institution under § 314(a), finding no reasonable likelihood for the remaining claims except claim 13, whose potential success did not justify instituting trial.
RulingsInstitution decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“had “a bachelor’s degree in electrical engineering, computer engineering, or equivalent and at least two years of experience working with radio communication systems and machine learning.” Pet. 3 (citing Ex. 1003 ¶¶ 33–34). Petitioner’s description of the level of ordinary skill in the art is supported by the testimony of Petitioner’s declarant, Dr. Zhi Ding. Ex. 1003 ¶¶ 33–34. Patent Owner does not dispute Petitioner’s description at this stage of the proceeding. We adopt Petitioner’s description for the purposes of this Decision.” slip op. at 4
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“the same standard used in a civil action under 35 U.S.C. § 282(b), including construing the claim in accordance with the ordinary and customary meaning of the 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). Neither party proposes an express construction for any claim terms. Pet. 13; Prelim. Resp. 16. We determine that no claim terms require express construction for purposes of this Decision.” slip op. at 5
- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“reasonable likelihood of prevailing in showing that claims 4–6, 12, 14, and 16–22 would have been obvious over Jüschke and Holt. Petitioner may satisfy its burden for claim 13, but, as discussed below, that would not impact our decision to exercise our discretion under § 314(a) to deny institution. See Section II.F.” slip op. at 16
- Other 314aInstitution denied discretionary otherInstitution denied
“inter partes review. SAS Inst. v. Iancu, 584 U.S. 357, 366 (2018). Specifically, “[i]f a panel determines that a petition meets the standards for institution in relation to fewer than all the challenges presented, . . . the panel will evaluate all the challenges and determine whether, in the interests of efficient administration of the Office and integrity of the patent system, the entire petition should be denied.” See Consolidated Trial Practice Guide, 64 (Nov. 2019), available at https://www.uspto.gov/sites/default/files/ documents/tpgnov.pdf. Here, thirteen challenged claims remain after Patent Owner’s statutory disclaimer. Petitioner at most demonstrates a reasonable likelihood of prevailing for one dependent claim, which has no claims depending therefrom. See Sections II.C–II.E. Thus, based on the particular facts of this case, we find that instituting trial would not be an efficient use of the Board’s time and resources, and we exercise our discretion to deny institution under § 314(a). See Deeper, UAB v. Vexilar, Inc., IPR2018- 01310, Paper 7 at 41–43 (PTAB Jan. 24, 2019) (informative); Chevron Oronite Co. LLC v. Infineum USA L.P., IPR2018-00923, Paper 9 at 10–11 (PTAB Nov. 7, 2018) (informative).” slip op. at 16
Claim construction§ 103 obviousnessDiscretionary denialPatents in suitUS 11,777,540 - Jiangsu Favored Nanotechnology Co., Ltd. v. P2i Ltd.All claims unpatentablePTAB · Apr 11, 2025 · IPR2024-00380 · APJ Sheldon M Mcgee · IPR · Final written decision
Claims 1–5, 7, and 9–14 are unpatentable as obvious over Cohen and Legein or Francesch and Legein; Petitioner’s motion to strike is denied as moot.
RulingsFinal written decision- Skill levelSkill level board ownDecided for petitioner
“The parties agree that a person of ordinary skill in the art in the field of the ’087 patent in June 20154 “would have had at least a bachelor’s degree in a field such as chemistry, physics, or chemical engineering, as well as at least two years of experience with plasma-polymerization techniques.” Pet. 20 (citing Ex. 1002 ¶¶ 22–29); PO Resp. 13 (Patent Owner stating that it “does not dispute this characterization of the level of ordinary skill in the art.”); see also PO Sur-reply 1–2 (noting both parties’ agreement on the education and experience level of the ordinarily skilled artisan).” slip op. at 7
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“On the fully developed trial record, we determine that no claims need an express construction. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co. Ltd., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (holding that only claim terms in controversy need to be construed, and only to the extent necessary to resolve the controversy (citing Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 9
- Expert testimonyPetitioner expert creditedPatent owner expert discountedDecided for petitioner
“Because of Patent Owner’s shifting definitions of the education and experience level of the ordinarily skilled artisan, it is unclear on the complete record what precise definition Patent Owner and Dr. Senkevitch are applying when arguing the skilled artisan’s capabilities. PO Resp. 13, 22–27, 31–32, 34–40; PO Sur-reply 1–6, 11–13; Ex. 2007 ¶¶ 30, 31, 33, 34, 37, 40, 52–55, 60, 68, 74, 76, 77, 80–86, 89, 91, 94, 95, 100, 102–105, 108, 110, 111, 113–116, 118–120, 122, 124, 127–134. We, therefore, give Dr. Senkevitch’s testimony regarding the capabilities of a person of ordinary skill in the art minimal weight, which leaves us with Patent Owner’s insufficiently supported arguments regarding the skilled artisan’s capabilities. PO Resp. 13, 22–27, 31–32, 34–40; PO Sur-reply 1–6, 11–13. Moreover, as Petitioner correctly points out, the ʼ087 patent expressly teaches that the precise conditions for forming a protective polymeric coating “will vary depending upon factors such as, without limitation, the nature of the monomer compound, the crosslinking agent, the substrate, as well as the desired properties of the coating” and that such “conditions can be determined using routine methods.” Ex. 1001 15:1–15:5 (emphasis added); Pet. Reply 17. Where the patent itself leaves to the judgment of an ordinarily skilled artisan the assessment of these factors to ascertain suitable conditions for forming the protective coating, we find persuasive Petitioner’s view that it would have been well within the level of ordinary skill to ascertain such suitable conditions.” slip op. at 20
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“We disagree with Patent Owner. Although the claims of the ʼ087 patent recite obtaining the protective cross-linked polymeric coating “by exposing the device or component to a plasma,” the field of endeavor analysis in an analogous art inquiry does not exclusively turn on the claims at issue, but rather takes account of the entirety of a patent’s disclosure. See In re Bigio, 381 F.3d 1320, 1326 (Fed. Cir. 2004) (explaining that “the PTO must show adequate support for its findings on the scope of the field of endeavor in the application’s written description and claims” (emphasis added)); In re Mettke, 570 F.3d 1356, 1359 (Fed. Cir. 2009) (rejecting an argument that the field of endeavor was limited to a claimed “Internet terminal” when “the specification describes various communication media, including facsimile machines and email, as related to the invention.”). This is significant here because the ʼ087 patent discloses that “[t]he … invention relates to protective coatings” and specifically “relates to protective coatings for electronic or electrical devices and components thereof, and methods of forming such coatings.” Ex. 1001, 1:14–17. Based on this disclosure, we find that the ʼ087 patent’s field of endeavor relates to “protective coatings for electronic or electrical devices and components thereof” broadly, not just those formed on such devices or components via a plasma polymerization process as asserted by Patent Owner. Id. Although Cohen does not explicitly disclose that its crosslinked polymers constitute a “protective coating,” Cohen does disclose that its “copolymerizable mixture can be cast into films” (Ex. 1004, 2:61–62), that the polymerization can “effected in situ,” and that the polymers may be used in “numerous” electrical applications (id. at 5:17–25). Tr. 8:9–10:2, 27:2– 21; see Pet. Reply 5 (explaining how “Cohen described insulating polymers that could be applied as films and be used to protect substrates including cables and electrical coils.” (citing Ex. 1004, 2:60–63, 5:13–25)). These disclosures suggest strongly that Cohen’s crosslinked polymers––if cast into a film or formed in situ on an electrical device or component––would serve as a protective coating on that electrical device or component, even though Cohen does not expressly refer to its crosslinked polymers ipsis verbis as a “protective coating.” Thus, we find that Cohen is within the field of endeavor of the ʼ087 patent.” slip op. at 15
Patent outcomesUS 11,041,087 unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,041,087 - Tesla, Inc. v. Autonomous Devices, LLCAll claims unpatentablePTAB · Apr 11, 2025 · IPR2023-01055 · APJ Barbara A Parvis · IPR · Remand
On remand, the Board held claim 12 unpatentable over Grotmol and Hickman and denied the motion to amend because proposed substitute claims 21–29 were unpatentable.
RulingsRemand decision- RemandOther
“Director Review and remanding for further proceedings. Paper 49 (“Acting Director’s Decision” or “DR Dec.”). That Decision states agreement “that the Board’s analysis of claim 12 did not make separate factual findings.” DR Dec. 2. The Decision instructs us on remand “to consider Patent Owner’s arguments as to claim 12 and as to proposed substitute claim 21” and “[r]egardless of the Board’s disposition on remand, the Board should explain more fully its findings as to claim 12 and proposed substitute claim 21.” Id.” slip op. at 3
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Written Decision regarding the level of ordinary skill in the art. See generally DR Req. Upon consideration of the full record including the arguments in Patent Owner’s Request for Director Review, we maintain that determination here. More specifically, considering the subject matter of the ’344 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. See 2024 Final Dec. 10–11. Accordingly, with that exception, 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 successUnpatentableUnpatentable
“the differences as compared to claim 1, including those findings and determinations set forth in a section of the 2024 Final Written Decision titled “Overview—Claims 6, 11, and 12” (id. at 65–67) and in the sections titled “Claim 12” and “Conclusion—Claims 6, 11, and 12” (id. at 83–86). Further, based on the complete record now before us, including Patent Owner’s Request for Director Review, for the reasons given in our 2024 Final Written Decision and our additional reasons given herein, we determine that Petitioner has shown by a preponderance of the evidence that the Grotmol and Hickman combination teaches the limitations of claim 12.” slip op. at 24
- PTAB / AIA Trials › Motions to amend / substitute claimsMotion to amend, deniedDenied
“Director Review and remanding for further proceedings. Paper 49 (“Acting Director’s Decision” or “DR Dec.”). That Decision states agreement “that the Board’s analysis of claim 12 did not make separate factual findings.” DR Dec. 2. The Decision instructs us on remand “to consider Patent Owner’s arguments as to claim 12 and as to proposed substitute claim 21” and “[r]egardless of the Board’s disposition on remand, the Board should explain more fully its findings as to claim 12 and proposed substitute claim 21.” Id.” slip op. at 3
Patent outcomesUS 11,238,344 unpatentable§ 103 obviousnesscites Phillips · GrahamPatents in suitUS 11,238,344 - Samsung Electronics Co., Ltd v. Anonymous Media Research Holdings, LLCInstitution deniedPTAB · Mar 21, 2025 · IPR2024-01350 · APJ Michael T Cygan · IPR · Institution
Institution was denied for claims 1–15 because Petitioner did not show the asserted references were prior art; the claims were supported by the ’330 application’s 2005 filing date.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“To prevail on its obviousness challenges, Petitioner must show that the ’848 patent is not entitled to the benefit of the ’330 application. This issue is dispositive because none of the references relied on by Petitioner qualify as prior art if the ’848 patent is entitled to the benefit of the May 26, 2005, filing date of the ’330 application. Pet. 6, 13. We start by explaining why Petitioner bears the burden of persuasion.” slip op. at 9
- BurdenDecided for patent owner
“1. The Burden of Persuasion “In an inter partes review . . ., the petitioner shall have the burden of proving a proposition of unpatentability by a preponderance of the evidence.” 35 U.S.C. § 316(e). That burden, termed the burden of persuasion, “is the ultimate burden assigned to a party who must prove something to a specified degree of certainty.” Dynamic Drinkware, LLC v. National Graphics, Inc., 800 F.3d 1375, 1378 (quoting Tech. Licensing Corp. v. Videotek, Inc., 545 F.3d 1316, 1326–27 (Fed. Cir. 2008)). That burden never shifts to the patentee. Id. at 1379. In order for an inter partes review to be instituted, “the information presented in the petition filed under section 311 and any response filed under section 313 [must] show[] that there is a reasonable likelihood that the petitioner would prevail.” 35 U.S.C. § 314(a).” slip op. at 9
- Disclosure Requirements (§112) › Written description (Ariad)Written description adequateEntitled to earlier dateDecided for patent owner
“d) Analysis Petitioner has not shown a reasonable likelihood that it would prevail in showing that its asserted references, including Steuer 750 which is a publication of the ’330 application, are prior art to the ’848 patent. Petitioner has not shown that the ’330 application fails to provide written description support for claim 1 of the ’848 patent, which recites “video data” samples and representations.” slip op. at 16
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not reached
“a chain of priority from the ’330 application to the ’848 patent contain at least the same disclosure as the ’330 application, Petitioner has not shown that the ’848 patent should not be given the benefit of the effective filing date of the ’330 application. The May 26, 2005 filing date of the ’330 application predates the December 1, 2005 publication date of Steuer 750, the August 13, 2013 issue date of Steuer 768, and the December 2, 2010 and May 27, 2010 publication and filing dates of Neumeier.10 Pet. 7; Ex. 1005, code (43); Ex. 1006, code (45); Ex. 1007, codes (43), (60).11 Therefore, Petitioner has not shown by a preponderance of the evidence that any of the asserted claims in the ’848 patent would have been obvious over the asserted combinations of Steuer 750, Steuer 768, and Neumeier.” slip op. at 22
Claim construction§ 103 obviousness§ 112 disclosurecites Phillips · KSR · GrahamPatents in suitUS 10,719,848 - PTAB · Mar 19, 2025 · IPR2024-01358 · APJ William V Saindon · IPR · Institution
The Board instituted IPR of claims 1–24, finding a reasonable likelihood that claim 1 would have been obvious over Jüschke.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“review under 35 U.S.C. § 314(b) and 37 C.F.R. § 42.4(a). The standard for instituting an inter partes review is set forth in 35 U.S.C. § 314(a), which provides that an inter partes review may not be instituted unless “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” For the reasons provided below, we determine that Petitioner has demonstrated a reasonable likelihood that at least one claim of the ’704 patent is unpatentable, and we institute an inter partes review. 37 C.F.R. § 42.108(a).” slip op. at 2
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Term construed board ownOther
“1. “deployment scenarios” Claim 1 recites a machine learning model that “includes model parameters associated with values corresponding to one or more deployment scenarios.” Ex. 1001, 14:23–25. The ’704 patent provides a list of “deployment scenarios” that includes “a cellular base station . . . in an in-line mode.” Id. at 2:39–41; see also id. at 2:38–65 (entire list). The “in-line mode” is shown in Figures 6A and 7A, in which machine learning model 103 is placed “between an input 601 and an amplifier 603.” Id. at 10:38–42, 10:47–50. Figure 6A depicts the in-line mode and is reproduced below:” slip op. at 7
- Obviousness (§103) › Motivation to combine / reasonable expectation of successInstituted
“associated with the base station as claimed, focusing on the words “associated with.” Prelim. Resp. 26–28. Patent Owner argues that Petitioner’s position is that the model is “implemented within” the base station, but that the claim requires the model to be “associated with” the base station. Id. at 27. On this record, with no claim construction offered, we fail to see how Patent Owner construes a model “implemented within,” i.e., used in, a base station to not also be “associated with” the base station. That is, it would seem that a model used in a base station is associated with that base station. Accordingly, we do not find Patent Owner’s argument persuasive on this preliminary record.” slip op. at 12
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,018,704 - Tennant Company v. Oxygenator Water Technologies, Inc.No claims unpatentablePTAB · Feb 28, 2025 · IPR2021-00625 · APJ Kristina M Kalan · IPR · Remand
Claims 13, 14, and 17–27 were not shown unpatentable because Tennant did not establish that Wikey or Davies inherently disclosed the claimed microbubbles and nanobubbles.
RulingsRemand decision- RemandOther
“The Federal Circuit vacated and remanded our anticipation determinations as to claims 13, 14, and 17–27. Tennant, 11.1 The Federal Circuit further stated: “Because we vacate and remand to the Board to consider Tennant’s anticipation argument, we do not reach Tennant’s obviousness arguments (which depends on its contention that either Wikey or Davies produce nanobubbles).” Id. at 11. On September 19, 2024, we authorized the parties to file supplemental briefing, stating also that the “parties are not authorized to present new factual assertions, provide additional exhibits, or raise new arguments beyond those directed to the issues raised in the remand.” Ex. 3001. Pursuant to this authorization, Petitioner filed an Opening Brief on Remand (Paper 61; “Pet. Br. Rem.”) in support of its contentions. Patent Owner filed a Lead Brief on Remand (Paper 62; “PO Br. Rem.”) in support of its contentions. Petitioner filed a Reply Brief on Remand (Paper 66; “Pet. Reply Br. Rem.”). Patent Owner filed a Responsive Brief on Remand (Paper 65; “PO Resp. Br. Rem.”).” slip op. at 3
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element) › Inherent disclosureInherency not foundNot shown unpatentable
“Accordingly, and in line with our previous determination that “Wikey appears to disclose each limitation of claim 13 except ‘microbubbles and nanobubbles having a bubble diameter of less than 50 microns’” (Final Dec. 20), we determine that Petitioner has not demonstrated that Wikey inherently discloses microbubbles or nanobubbles. Accordingly, Petitioner has not demonstrated that Wikey discloses every limitation of claim 13.” slip op. at 56
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached
“The Federal Circuit vacated and remanded our anticipation determinations as to claims 13, 14, and 17–27. Tennant, 11.1 The Federal Circuit further stated: “Because we vacate and remand to the Board to consider Tennant’s anticipation argument, we do not reach Tennant’s obviousness arguments (which depends on its contention that either Wikey or Davies produce nanobubbles).” Id. at 11.” slip op. at 3
Patent outcomesUS RE45,415 not shown unpatentable§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham - Tesla, Inc. v. Autonomous Devices, LLCSome claims unpatentablePTAB · 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 mixedClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 10,452,974 - Tesla, Inc. v. Autonomous Devices, LLCAll claims unpatentablePTAB · Dec 12, 2024 · IPR2023-01055 · APJ Barbara A Parvis · IPR · Final written decision
Claims 3, 6–8, and 10–18 are unpatentable; cancellation of claims 4, 5, and 9 is granted, and proposed substitute claims 21–29 are unpatentable.
RulingsFinal written decision- Expert testimonyOther
“Accordingly, we maintain our determination at the institution stage” slip op. at 11
- PTAB / AIA Trials › Motions to amend / substitute claimsMotion to amend granted in partGranted in part
“f) Conclusion—Proposed Substitute Claim 21 For the reasons given, we determine that Petitioner demonstrates by a” slip op. at 111
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)UnpatentableUnpatentable
“g) Conclusion—Disclaimed Claim 1 For the reasons given above and the reasons presented by Petitioner,” slip op. at 25
- Obviousness (§103) › Motivation to combine / reasonable expectation of successUnpatentableMotivation foundUnpatentable
“4. Claim 6 Claim 6 depends from claim 3 and recites the following:” slip op. at 73
Patent outcomesUS 11,238,344 unpatentable§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,238,344 - Tesla, Inc. v. Autonomous Devices, LLCInstitutedPTAB · Oct 22, 2024 · IPR2024-00745 · APJ Russell E Cass · IPR · Institution
The Board instituted IPR of claims 45–47, 51, 56, 57, 59, 60, 68, and 69 on all asserted grounds, finding a reasonable likelihood of success on obviousness over Buibas and Sinyavskiy.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“determine whether to institute an inter partes review. An inter partes review may not be instituted unless it is determined that “the information presented in the petition filed under section 311 and any response filed under section 313 shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314 (2018); see also 37 C.F.R § 42.4(a) (2020) (“The Board institutes the trial on behalf of the Director.”). The reasonable likelihood standard is “a higher standard than mere notice pleading,” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). For the reasons provided below and based on the record before us, we determine that Petitioner has demonstrated a reasonable likelihood that it would prevail in showing the unpatentability of at least one of the challenged claims. Accordingly, we institute an inter partes review on all grounds set forth in the Petition.” slip op. at 2
- Skill levelSkill level board ownDecided for petitioner
“Considering the subject matter of the ’474 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 ’474 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 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner states that, at this stage of the proceeding, “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 does not propose a claim construction at this stage of the proceeding. See Prelim. Resp. 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 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundInstituted
“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). In response, Patent Owner argues that Petitioner’s obviousness analysis is flawed because “there is no articulated reasoning regarding what specific element of claim 45 Buibas . . . does not disclose.” Prelim. Resp. 19–20. In other words, according to Patent Owner, Petitioner “failed to perform a proper obviousness analysis because Petitioner has failed to identify anything in the claims that Buibas lacks disclosure of for Ground 1A.” Id. at 20. Based on the present record, we determine that Petitioner has set forth sufficient reasoning to support a motivation to combine Buibas and Sinyavskiy for purposes of institution, as well as sufficient reasoning to support the conclusion that one of ordinary skill would have had a reasonable expectation of success in making the combination. We do not agree with Patent Owner’s argument that Petitioner’s obviousness analysis is flawed because it fails to identify what is lacking in Buibas’s disclosure. To the contrary, Petitioner explains that Buibas “broadly suggests” that its spiking neural networks “can be partitioned into modules for different tasks or behaviors” but “discloses little detail about the partitioning,” and that Sinyavskiy’s more detailed disclosure of partitioning spiking neural networks would fill in these details. See Pet. 12–13, 14–15, 24. Petitioner also relies on Sinyavskiy’s more detailed disclosures concerning partitioning the network to satisfy limitations [45.1] and [45.6]. Id. at 23–27, 35. Thus, Petitioner has sufficiently identified what is missing in Buibas (a detailed disclosure of partitioning spiking neural networks) and how that missing information is provided by Sinyavskiy (by disclosure of specific techniques for partitioning spiking networks).” slip op. at 13
Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,663,474
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