- Apple Inc. v. Ferid AllaniInstitution deniedPTAB · Nov 4, 2025 · IPR2025-00856 · APJ Jameson Lee · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–19 were obvious over the asserted prior-art combinations.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“review. See 35 U.S.C. § 314 (2018); 37 C.F.R. § 42.4(a). An inter partes review may not be instituted unless the information presented in the Petition “shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). 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). We determine Petitioner has not demonstrated a reasonable likelihood that it would prevail in establishing the unpatentability of at least one of challenged claims 1–19 of the ’877 patent. Accordingly, the Petition is denied, and no trial is instituted.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Patent Owner asserts that a person of ordinary skill at the pertinent time “would be a person with a bachelor’s degree in computer science, computer engineering, or a closely related discipline and two years of relevant professional experience in software engineering or a similar field.” Prelim. Resp. 10. We adopt Petitioner’s statement of the level of ordinary skill in the art. It is supported by the testimony of Dr. Bederson. Ex. 1003 ¶¶ 32–33, 37–39. Although Patent Owner has proposed a slightly different statement for the level of ordinary skill in the art, Patent Owner does not explain why Petitioner’s proposal is incorrect. We find Petitioner’s proposed level presents a better statement of the level of ordinary skill in the art because it requires experience with web-based information systems and Patent Owner’s proposal does not. As noted above, the ’877 patent relates to a method for accessing information sources and services on the Web. Ex. 1001, 2:4–12. Further, Petitioner’s proposal appears consistent with what is reflected by the content of the applied prior art. Cf. Okajima v. Bourdeau, 261 F.3d 1350, 1354–55 (Fed. Cir. 2001) (the applied prior art may reflect an appropriate level of skill). B.” slip op. at 7
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“We need not resolve the above-identified dispute, because a different aspect of “beforehand locally stored” is determinative. Read in context, “beforehand locally stored” in both limitations 1(a)(2) and 12(a) refer back to the “preliminary search” action recited in limitation 1(a)(1) and in limitation 12(a) itself, respectively. Thus, we construe “beforehand locally stored” to mean that the selection pages must already be stored within the communication device when the user begins the preliminary search, regardless of whether it was the user or an automated process that downloaded the selection pages to the communication device. This understanding stems from a plain reading of the claim language and does not leave room for reasonable doubt otherwise. Petitioner does not present any reason why the claims do not require the selection pages to have already been stored in the communication device when a user begins the preliminary search. C.” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached
“of the language in these limitations is that the selection pages must be beforehand locally stored, where beforehand is assessed at the time of starting a preliminary search. Based on this construction, Petitioner has not sufficiently shown that Rossman discloses limitation 1(a)(2) and limitation 12(a), even for institution purposes. Petitioner identifies Rossmann’s cards as the claimed selection pages of claims 1 and 12. Pet. 18–19. Rossmann’s cards, however, are not beforehand locally stored on the communication device at the time a user begins a preliminary search for information. Rather, on the record before us, at the time of starting a search for information, the user must request a connection to a server device at a desired host site, which request results in the server device at the host site sending one or more decks each including a plurality of cards to the user’s mobile device. Ex. 1004, 6:26–29; 7:22–27; 7:56–66. Thus, Rossmann’s cards are not beforehand locally stored at the time the user commences a preliminary search. Petitioner’s reliance on Himmel and on King do not make up for this deficiency.” slip op. at 14
Claim construction§ 103 obviousnessPatents in suitUS 8,271,877 - Google LLC v. Metarail, Inc.Institution deniedPTAB · Apr 24, 2025 · IPR2024-01271 · APJ Frances L Ippolito · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–21 were unpatentable over either asserted obviousness ground.
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 the information presented in the Petition and any response thereto shows “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” Considering the arguments presented and the evidence of record, we conclude that there is not a reasonable likelihood that Petitioner would prevail in challenging at least one of claims 1–21 of the ’342 patent as unpatentable under the grounds presented in the Petition. Pursuant to § 314, we hereby do not institute an inter partes review as to these claims of the ’342 patent.” slip op. at 2
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“(3) Discussion We observe first that “[Halevy’s] first step in processing a web source is to locate the forms in the source and to extract the text corresponding to the fields in the form.” Ex. 1006 ¶ 53. According to Halevy, the “web source is subsequently classified into the ontology classes.” Id. ¶ 55. Then, the “forms on the page are classified into the classes in the ontology.” Id. ¶ 57 (emphasis added). Halevy explains that this classification is used to predict what kinds of objects are in the databases queried by the form. Id. For “Schema Matching,” Halevy discloses “a mapping between the fields in the form and the SO-properties of the SO-classes[.]” Id. ¶¶ 61–62. Missing, however, from Halevy’s disclosure is any teaching or suggestion that fields are mapped “to one another using normalized variables stored in a normalized variable data database” as required by claim 1.” slip op. at 21
- Skill levelSkill level petitioner adoptedOther
“Petitioner contends that a POSITA “would have had a bachelor’s degree in computer science or a related field, and at least two years of experience with web programming and search engine systems[; m]ore education could substitute for experience, and vice versa.” Pet. 8 (citing Ex. 1003 ¶ 32). Patent Owner does not contest Petitioner’s proposal. Prelim. Resp. 9 (citing Ex. 2001 ¶¶ 35–36) (“Patent Owner and its expert apply this definition.”). For purposes of this Decision, we adopt Petitioner’s proposal as reasonable and consistent with the prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art).” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Neither Petitioner nor Patent Owner present claim construction in the Petition or Preliminary Response. Pet. 9; see generally Prelim. Resp. Nonetheless, Petitioner contends that Patent Owner’s construction of “universal variable map” is too narrow, but does not appear to offer an alternative construction other than to state that a “universal variable map” includes “a database that links variables from different websites to each other.” See Reply 1-2 (emphasis omitted) (“PO’s arguments for why Halevy’s ‘form database’ is not a universal variable map are all premised on improperly narrowing the term’s scope by adding restrictions that are unsupported by the intrinsic record.”). In the Sur-Reply, Patent Owner reiterates that it has not proposed a construction for “universal variable map.” Sur-Reply 1 (“Patent Owner did not present any claim construction arguments regarding that term, nor does that term’s construction have any bearing on the arguments set forth in the POPR for denying the Petition.”). Based on our review of the preliminary record, we do not need to construe any terms expressly to reach our decision. 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 obviousnesscites KSR · GrahamPatents in suitUS 10,262,342 - Google LLC v. Metarail, Inc.Institution deniedPTAB · Apr 24, 2025 · IPR2024-01270 · APJ Frances L Ippolito · IPR · Institution
The Board denied institution on all grounds because Petitioner did not show a reasonable likelihood of proving any of claims 1–26 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 the information presented in the Petition and any response thereto shows “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” Considering the arguments presented and the evidence of record, we conclude that there is not a reasonable likelihood that Petitioner would prevail in challenging at least one of claims 1–26 of the ’378 patent as unpatentable under the grounds presented in the Petition. Pursuant to § 314, we hereby do not institute an inter partes review as to these claims of the ’378 patent.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner contends that a person of ordinary skill in the art (POSA or POSITA) at the time of the invention of the ’378 patent “would have had a bachelor’s degree in computer science or a related field, and at least two years of experience with web programming and search engine systems[; m]ore education could substitute for experience, and vice versa.” Pet. 17 (citing Ex. 1003 ¶ 32). Patent Owner does not contest Petitioner’s proposal. Prelim. Resp. 9 (citing Ex. 2001 ¶¶ 35–36) (“Patent Owner and its expert apply this definition.”). For purposes of this Decision, we adopt Petitioner’s proposal as reasonable and consistent with the prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art).” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Based on our review of the preliminary record, we do not need to construe any terms expressly to reach our decision. 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
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“(3) Discussion We observe first that “[Halevy’s] first step in processing a web source is to locate the forms in the source and to extract the text corresponding to the fields in the form.” Ex. 1006 ¶ 53. According to Halevy, the “web source is subsequently classified into the ontology classes.” Id. ¶ 55. Then, the “forms on the page are classified into the classes in the ontology.” Id. ¶ 57 (emphasis added). Halevy explains that this classification is used to predict what kinds of objects are in the databases queried by the form. Id. For “Schema Matching,” Halevy discloses “a mapping between the fields in the form and the SO-properties of the SO-classes[.]” Id. ¶¶ 61–62. Missing, however, from Halevy’s disclosure is any teaching or suggestion that a “plurality of computer-readable field identifiers” are mapped “to one another” as required by claim 1. Petitioner’s declarant, Dr. Fox, testifies that “[t]he ‘SO-classes’ are identified for each form and used to map the fields in the form (i.e., “the plurality of computer-readable field identifiers”) to one another using “SOproperties,” as shown . . . in annotated Figure 3.” Ex. 1003 ¶ 104 (citing Ex. 1006 ¶¶ 39–40, 45, 49, 62, 67). Yet, those cited portions of Halevy do not support Dr. Fox’s testimony. As Patent Owner’s declarant, Dr. Sam Malek, explains: the language highlighted by Petitioner in Figure 3 does not actually show that “[t]he ‘SO-classes’ are . . . used to map the fields in the form . . . to one another using ‘SO-properties,’” as he contends. Id. Rather, the language in Figure 3 that Dr. Fox has highlighted merely shows that, for any given form, there is “mapping between fields” of that form and “class properties.” EX1006, Fig. 3. In other words, fields in a form are mapped to class properties. Figure 3 does not show any mapping of fields to each other, as Dr. Fox argues.” slip op. at 22
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 9,633,378 - Google LLC v. 138 East LCD Advancements LimitedInstitution deniedPTAB · Jan 8, 2025 · IPR2024-00955 · APJ Brian P Murphy · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood of proving any of claims 1–33 unpatentable on the asserted obviousness grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“1. Legal Standards “In an [inter partes review], the petitioner has the burden from the onset to show with particularity why the patent it challenges is unpatentable.” Harmonic Inc. v. Avid Tech., Inc., 815 F.3d 1356, 1363 (Fed. Cir. 2016) (citing 35 U.S.C. § 312(a)(3) (requiring inter partes review petitions to identify “with particularity . . . the evidence that supports the grounds for the challenge to each claim”)). This burden of persuasion never shifts to the patent owner. See Dynamic Drinkware, LLC v. Nat’l Graphics, Inc., 800 F.3d 1375, 1378 (Fed. Cir. 2015). A patent claim is unpatentable under 35 U.S.C. § 103 if the differences between the claimed subject matter and the prior art are such that the subject matter, as a whole, would have been obvious at the time the invention was made to a person having ordinary skill in the art to which said subject matter pertains. KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 406 (2007) (hereafter cited as “KSR”). The question of obviousness is resolved on the basis of underlying factual determinations including: (1) the scope and content of the prior art; (2) any differences between the claimed subject matter and the prior art; (3) the level of ordinary skill in the art; and (4) objective evidence of nonobviousness, if made available in the record, which has not happened here. See Graham v. John Deere Co., 383 U.S. 1, 17–18 (1966).” slip op. at 17
- BurdenDecided for patent owner
“To be sure, the pixel belief values used in the Luo-250 device are based on color. The Luo-250 device determines pixel probabilities “by assigning to each pixel a belief value as belonging to the subject matter region based on color and texture features.” Id. ¶ 42. However, using probability values or binary 1s and 0s to map the probability or “belief” that a pixel or area of pixels in an image either is, or is not, a subject matter target, is not the same as designating “certain pixels as certain colors” as asserted by Petitioner. Thus, we are not persuaded that the Petition has adequately supported or explained how the Luo-250 device designates “certain pixels as certain colors.” We also are not persuaded the Petition has established that Luo-250 discloses, teaches, or suggests a device or method that “determines the color range exhibited by the pixel data groups” as recited in Limitation 1[b]. Pet. 17–18 (citing Ex. 1005 ¶¶ 34–39). First, as indicated above, we are not persuaded the Petition has established that Luo-250 “designates certain pixels as certain colors,” which is foundational to Petitioner’s argument that the Luo-250 method determines a “color range exhibited by the pixel data groups.” Second, the evidence cited by Petitioner when attempting to map the quoted claim language regarding “color range” to Luo-250, refers to the designation of individual pixels as “either skin-tone or non skin-tone” in a binary belief map, not a range of colors. Id. at 18 (citing Ex. 1005 ¶¶ 35–39). Petitioner’s argument—that “[b]y analyzing the pixels to designate each as ‘either skin-tone or non skin-tone,’ Luo-250’s device determines ‘[r]egions of skin-tone colored pixels’ in the image” (id.)—is not persuasive evidence of “determin[ing] a color range exhibited by the pixel data groups” as recited in Limitation 1[b]. The Petition does not adequately explain how Luo-250 discloses, teaches, suggests, or otherwise renders obvious the determination of color ranges for pixel data groups in an image. We are further persuaded by Patent Owner’s argument and evidence that the Petition has not adequately explained how the Luo-250 device would “determine[] a color range” based on a determination of probability values for each pixel, rather than a range of colors. Prelim. Resp. 26–27 (citing Ex. 1005 ¶¶ 32, 34, 36, and 38). Dr. Papanikolopoulos’s Declaration testimony further supports Patent Owner’s position. Ex. 2001 ¶¶ 78–81. Dr. Papanikolopoulos testifies, in particular, that Mr. Parulski asserts only “that Luo-250 considers the color of individual pixels. He does not assert that Luo-250 anywhere ‘analyzes the image data . . . and determines the color range, as claimed.’” Id. ¶ 80. We agree.” slip op. at 22
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“To be sure, the pixel belief values used in the Luo-250 device are based on color. The Luo-250 device determines pixel probabilities “by assigning to each pixel a belief value as belonging to the subject matter region based on color and texture features.” Id. ¶ 42. However, using probability values or binary 1s and 0s to map the probability or “belief” that a pixel or area of pixels in an image either is, or is not, a subject matter target, is not the same as designating “certain pixels as certain colors” as asserted by Petitioner. Thus, we are not persuaded that the Petition has adequately supported or explained how the Luo-250 device designates “certain pixels as certain colors.” We also are not persuaded the Petition has established that Luo-250 discloses, teaches, or suggests a device or method that “determines the color range exhibited by the pixel data groups” as recited in Limitation 1[b]. Pet. 17–18 (citing Ex. 1005 ¶¶ 34–39). First, as indicated above, we are not persuaded the Petition has established that Luo-250 “designates certain pixels as certain colors,” which is foundational to Petitioner’s argument that the Luo-250 method determines a “color range exhibited by the pixel data groups.” Second, the evidence cited by Petitioner when attempting to map the quoted claim language regarding “color range” to Luo-250, refers to the designation of individual pixels as “either skin-tone or non skin-tone” in a binary belief map, not a range of colors. Id. at 18 (citing Ex. 1005 ¶¶ 35–39). Petitioner’s argument—that “[b]y analyzing the pixels to designate each as ‘either skin-tone or non skin-tone,’ Luo-250’s device determines ‘[r]egions of skin-tone colored pixels’ in the image” (id.)—is not persuasive evidence of “determin[ing] a color range exhibited by the pixel data groups” as recited in Limitation 1[b]. The Petition does not adequately explain how Luo-250 discloses, teaches, suggests, or otherwise renders obvious the determination of color ranges for pixel data groups in an image. We are further persuaded by Patent Owner’s argument and evidence that the Petition has not adequately explained how the Luo-250 device would “determine[] a color range” based on a determination of probability values for each pixel, rather than a range of colors. Prelim. Resp. 26–27 (citing Ex. 1005 ¶¶ 32, 34, 36, and 38). Dr. Papanikolopoulos’s Declaration testimony further supports Patent Owner’s position. Ex. 2001 ¶¶ 78–81. Dr. Papanikolopoulos testifies, in particular, that Mr. Parulski asserts only “that Luo-250 considers the color of individual pixels. He does not assert that Luo-250 anywhere ‘analyzes the image data . . . and determines the color range, as claimed.’” Id. ¶ 80. We agree.” slip op. at 22
- Skill levelSkill level board ownOther
“In determining the level of ordinary skill in the art, various factors may be considered, including the “type of problems encountered in the art; prior art solutions to those problems; rapidity with which innovations are made; sophistication of the technology; and educational level of active workers in the field.” In re GPAC, Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995) (citing Custom Accessories, Inc. v. Jeffrey-Allan Indus., Inc., 807 F.2d 955, 962 (Fed. Cir. 1986)). “These factors are not exhaustive but are merely a guide to determining the level of ordinary skill in the art.” Daiichi Sankyo Co. v. Apotex, Inc., 501 F.3d 1254, 1256 (Fed. Cir. 2007). There is uncontested evidence in the record before us that reflects the knowledge and experience of a POSITA. We determine that no express finding is necessary, on the present record, and that the level of ordinary skill in the art is reflected by the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001); In re GPAC, 57 F.3d at 1579; In re Oelrich, 579 F.2d 86, 91 (CCPA 1978).” slip op. at 15
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 7,668,365 - Databricks, Inc. v. R2 Solutions LLCInstitution deniedPTAB · Jun 11, 2024 · IPR2024-00659 · APJ Brian P Murphy · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that Pike, Pike with Chowdhuri, or Pike with Chowdhuri and MacLeod rendered claims 1–46 obvious.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsDenied
“We have jurisdiction under 35 U.S.C. § 314, 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.” Under § 314, the Board may not institute review on fewer than all claims challenged in the petition. SAS Inst., Inc. v. Iancu, 138 S. Ct. 1348, 1359– 60 (2018). If the Board institutes a review, it will institute “on all of the challenged claims and on all grounds of unpatentability asserted for each claim.” 37 C.F.R. § 42.108(a). Upon consideration of the Petition, the Preliminary Response, and the evidence of record, for the reasons set forth below, we conclude Petitioner does not demonstrate a reasonable likelihood that it would prevail in showing the unpatentability of at least one challenged claim of the ’610 patent. Accordingly, we do not institute an inter partes review of claims 1–46 of the ’610 patent.” slip op. at 2
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable
“Petitioner relies on conclusory reasoning grounded in hindsight to assert a POSITA would have found it obvious to include file names to identify the data in each of Pike’s input files “because it would have allowed for locating that data group in Pike’s system and understanding the data in that file.” Id. at 18 (citing Ex. 1005 ¶ 93).13 Petitioner then makes the leap that, by understanding the data in an input file, a MapReduce programmer would have had reason “to identify input files and write ‘application-specific’ map and reduce functions on those files.” Id. at 18–19 (citing Ex. 1002, 10:1–7, 11:28–47, 14:12–27; Ex. 1005 ¶ 93). The difficulty with Petitioner’s position is that neither Pike nor other cited references disclose, teach, suggest, or otherwise provide motivation to write application-specific map and reduce functions that process each input file by identifiable schema or data type, i.e., by “data group” as recited in claim 1. Pike teaches application-specific programming “to process the input data one record at a time” or “to generate its output data in the form of key/value pairs,” nothing more. Ex. 1002, 7:31–36; see Pet. 29 (citing same); Prelim. Resp. 40–41, 50–51, 56 (citing same). Petitioner’s posited file names for Pike’s input files, moreover, could not serve as the claimed “data group” mechanism to identify the data in each input file by schema (or data type) for separate map and reduce processing. Each of Pike’s 13 Linn Declaration paragraph 93 is substantially identical to Petitioner’s argument and does not add any further insight or analysis on this point. data blocks can include data from more than one input file, a portion of one input file, or an entire input file. Ex. 1002, 6:55–7:6; see also Prelim. Resp. 47 (“Pike’s ‘data blocks’ (purported ‘partitions’) can be entire ‘input files,’ parts of ‘input files,’ or parts of multiple ‘input files’”). Therefore, a file name for one input file could not uniquely identify all of the data within a given data block, which could include data from different input files. Id. We agree with Patent Owner’s reasoning and argument on this point as well. In sum, Petitioner fails to show sufficiently that a POSITA would have had reason or motivation to use input file names in Pike as “data group” identifiers, as recited in claim 1 of the ’610 patent. See KSR, 550 U.S. at 418 (obviousness requires “some articulated reasoning with some rational underpinning to support the legal conclusion of obviousness”).” slip op. at 31
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › HindsightNot shown unpatentable
“We further agree with Patent Owner that Petitioner’s asserted motivation for tracking processed data “derived from a particular [input] file” to improve efficiency “by enabling a data set to be selectively reduced after it is mapped” (Pet. 35–36 (citing Ex. 1005 ¶ 119)), is speculative hindsight-based reasoning. Petitioner’s posited motivation is grounded in benefits residing in the ’610 patent, not in the prior art or knowledge of a POSITA. Prelim. Resp. 48. Petitioner’s evidence—Dr. Linn’s naked opinion that a POSITA “could” have used the identification of processed output file data as “derived from a particular file” to selectively reduce intermediate data (Ex. 1005 ¶ 119)—is unpersuasive for the reasons given above and legally insufficient. See Belden Inc. v. Berk-Tek LLC, 805 F.3d 1064, 1073 (Fed. Cir. 2015) (“[O]bviousness concerns whether a skilled artisan not only could have made but would have been motivated to make the combinations or modifications of prior art to arrive at the claimed invention.”).” slip op. at 35
- PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsNot reached
“reasonable likelihood of prevailing in its challenge to the patentability of any of claims 1–46 of the ’610 patent. Therefore, we deny institution of inter partes review of the challenged claims. We need not address Patent Owner’s argument for discretionary denial under 35 U.S.C. § 325(d) in view of our decision denying institution on the merits.” slip op. at 50
Claim construction§ 103 obviousnessDiscretionary denialcites PhillipsPatents in suitUS 8,190,610 - Cloudera, Inc. v. R2 Solutions LLCInstitution deniedPTAB · Jun 11, 2024 · IPR2024-00303 · APJ Brian P Murphy · IPR · Institution
The Board denied institution on the merits, finding that Pike and Pike with Chowdhuri, alone or with MacLeod, did not show a reasonable likelihood of rendering claims 1–46 unpatentable.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“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.” Under § 314, the Board may not institute review on fewer than all claims challenged in the petition. SAS Inst., Inc. v. Iancu, 138 S. Ct. 1348, 1359– 60 (2018). If the Board institutes a review, it will institute “on all of the challenged claims and on all grounds of unpatentability asserted for each claim.” 37 C.F.R. § 42.108(a). Upon consideration of the Petition, the Preliminary Response, and the evidence of record, for the reasons set forth below, we conclude Petitioner does not demonstrate a reasonable likelihood that it would prevail in showing the unpatentability of at least one challenged claim of the ’610 patent. Accordingly, we do not institute an inter partes review of claims 1–46 of the ’610 patent.” slip op. at 2
- Skill levelSkill level board ownOther
“someone having “at least a bachelor’s degree in computer science or similar field, and approximately two years of industry or academic experience in a field related [to] performing data analytics and/or related data processing tasks.” Pet. 9 (citing Ex. 1005 ¶¶ 67–69; In re GPAC Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995)). Petitioner further asserts that work experience can substitute for formal education and additional formal education can substitute for work experience. Id. Patent Owner does not contest Petitioner’s definition for purposes of its Preliminary Response. Prelim. Resp. 14.” slip op. at 14
- Prior constructionPrior construction adoptedDecided for petitioner
“13–31; Ex. 1008, 10–19); Prelim. Resp. 10 n.1, 17 (citing Pet. 10; Ex. 1007, 24– 25); see also Paper 7, 2 (Updated Mandatory Notices).10 The parties each provided proposed constructions of “data group” and related arguments to the court. Id. The district court construed “data group” as “a group of data and a mechanism for identifying data from that group (e.g., a group identifier).” Ex. 1007, 23–25. Having reviewed the district court’s construction of “data group,” and given the parties’ application of that construction here, we apply the district court’s construction of “data group” for purposes of this Decision. See Wellman, Inc. v. Eastman Chem. Co., 642 F.3d 1355, 1361 (Fed. Cir. 2011) (claim terms “need only be construed ‘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) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable
“Petitioner’s argument explicitly and implicitly relies on the teachings of the ’610 patent, not Pike or some other MapReduce reference or teaching, for the proffered motivation that a “POSITA would have understood,” “recognized,” or “found it obvious to implement” Pike’s MapReduce system to include input file names as the “data group” identifiers in claim 1 of the ’610 patent. See Pet. 17–18. Petitioner relies on conclusory reasoning grounded in hindsight to assert a POSITA would have found it obvious to include file names to identify the data in each of Pike’s input files “because it would have allowed for locating that data group in Pike’s system and understanding the data in that file.” Id. at 18 (citing Ex. 1005 ¶ 93).14 Petitioner then makes the leap that, by understanding the data in an input file, a MapReduce programmer would have had reason “to identify input files and write ‘application-specific’ map and reduce functions on those files.” Id. (citing Ex. 1002, 10:1–7, 11:28–47, 14:12–27; Ex. 1005 ¶ 93). The difficulty with Petitioner’s position is that neither Pike nor other cited references disclose, teach, suggest, or otherwise provide motivation to write application-specific map and reduce functions that process each input file by identifiable schema or data type, i.e., by “data group” as recited in claim 1. Pike teaches application-specific programming “to process the input data one record at a time” or “to generate its output data in the form of key/value pairs,” nothing more. Ex. 1002, 7:31–36; see Pet. 27 (citing same); Prelim. Resp. 39–40, 49–50, 55 (citing same).” slip op. at 31
Claim construction§ 103 obviousnessDiscretionary denialcites PhillipsPatents in suitUS 8,190,610 - Palo Alto Networks, Inc. v. Centripetal Networks, Inc.Institution deniedPTAB · Mar 24, 2022 · IPR2021-01521 · APJ Bryan F Moore · IPR · Institution
The Board denied institution because the Petition did not show a reasonable likelihood that claims 1, 9–11, 19–21, and 29–30 were obvious over Paxton and Sutton.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“unpatentable under § 103 as obvious in view of Paxton and Sutton. See Pet. 6, 16–56. For the reasons described below, we are not persuaded by Petitioner’s argument and evidence.” slip op. at 13
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableMotivation not foundNot shown unpatentable
“or why its proposed Paxton-Sutton combination would generate rules and provision the rules ‘responsive to correlating,’ as required by the Challenged Claims.” Prelim. Resp. 43. On this record, we agree with Patent Owner. The claims require “generating, by the computing system and based on the correlating, one or more rules configured to identify packets received from the host located in the first network.” We do not have sufficient argument or evidence to show that one of ordinary skill in the art would have found it obvious to generate these rules “based on” the determined correlation.” slip op. at 15
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner asserts that a person of ordinary skill in the art “had a bachelor’s degree in electrical engineering, computer engineering, computer science, or a related field, and approximately 2–3 years of experience in the design or development of telecommunication systems, or the equivalent”” slip op. at 8
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for petitioner
“Claim Construction The parties do not dispute any claim constructions (see Pet. 14–15; Prelim. Resp. 41), we find no terms that need to be construed to resolve any issues, and, accordingly, we do not construe any claim terms. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (explaining that construction is needed only for terms that are in dispute, and only as necessary to resolve the controversy). C.” slip op. at 9
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 9,560,176 - Palo Alto Networks, Inc. v. Centripetal Networks, Inc.Institution deniedPTAB · Feb 22, 2022 · PGR2021-00108 · APJ Aaron W Moore · PGR · Institution
Institution was denied because the petition did not show a reasonable likelihood that claims 1–20 were unpatentable, including because the asserted combination did not link rule generation to the packet correlation.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“Obviousness Analysis A claim is unpatentable under 35 U.S.C. § 103(a) if the differences between the claimed subject matter and the prior art are such that the subject matter, as a whole, would have been obvious at the time the invention was made to a person having ordinary skill in the art to which the subject matter pertains. See KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 406 (2007). The question of obviousness is resolved on the basis of underlying factual determinations, primarily: (1) the scope and content of the prior art; (2) any differences between the claimed subject matter and the prior art; (3) the level of ordinary skill in the art; and (4) objective evidence of nonobviousness. Graham, 383 U.S. at 17–18.6 Petitioner asserts that claims 1–2, 7–8, 10, 12–13, and 17–18 are unpatentable under § 103 as obvious in view of Paxton and Sutton. See Pet. 6, 18–64. For the reasons described below, we are not persuaded by Petitioner’s argument and evidence.” slip op. at 14
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner asserts that a person of ordinary skill in the art “had a bachelor’s degree in electrical engineering, computer engineering, computer science, or a related field, and approximately 2-3 years of experience in the design or development of telecommunication systems, or the equivalent” and that “[a]dditional graduate education could substitute for professional experience, or significant experience in the field could substitute for formal education.” Pet. 13–15 (citing Ex. 1003 ¶¶ 18–20). Patent Owner does not address this issue in the Preliminary Response. As Patent Owner does not dispute Petitioner’s characterization of the level of skill in the art, and because we find it generally consistent with the disclosures of the ’797 patent and the prior art, we adopt it for purposes of this analysis. C.” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“Patent Owner argues that “[t]he plain and ordinary meaning of the terms “determining . . . a first plurality of log entries” and “determining . . . a second plurality of log entries” is “identifying” or “ascertaining” log entries.” Prelim. Resp. 16. Patent Owner also argues that “[t]he terms “provisioning, . . . based on the determined correlation, . . . rules configured to identify the first plurality of packets received by the network device,” and “provisioning, . . . based on the determined correlation, . . . rules configured to identify the second plurality of packets transmitted by the network device” (“provisioning rules”) . . . should be given their plain and ordinary meaning—rules configured to identify packets.” Prelim. Resp. 20. Neither party, however, argues that the prior art arguments presented in the Petition turn on the construction of these terms. Instead, it appears that they are raised as claim construction issues only because Petitioner is challenging the language under Section 112. We will discuss the Section 112 arguments below, but do not see a dispute about the constructions offered by the parties above the makes a difference in the prior art analysis and, therefore, do not construe these terms at this time. See Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999).” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable
“respect to this limitation for several reasons, including that Petitioner’s “alleged rule generation and provisioning” is responsive to detecting malicious activity, not “based on the determined correlation.” Prelim. Resp. 38. On this record, we agree with Patent Owner. The claims require “generating, by the computing system and based on the determined correlation, one or more rules configured to identify packets received from the first host.” We do not have sufficient argument or evidence to show that one of ordinary skill in the art would have found it obvious to generate these rules “based on” the determined correlation.” slip op. at 16
Claim construction§ 103 obviousness§ 112 disclosurecites KSR · Graham · NautilusPatents in suitUS 10,931,797 - Palo Alto Networks, Inc. v. Centripetal Networks, Inc.Institution deniedPTAB · Jan 24, 2022 · IPR2021-01154 · APJ Bryan F Moore · IPR · Institution
The Board denied institution for claims 1–27 because Petitioner did not show a reasonable likelihood that either asserted Jungck-based obviousness combination rendered the claims unpatentable.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“c. Summary of Claim 1 In sum, Petitioner does not explain how the edge cache devices contribute or detract from Jungck’s ability to teach or suggest the “entire boundary” and “all traffic” limitations of the challenged claims. The evidence of device 900 and claims of collateral estoppel do not remedy this deficiency. In the absence of such evidence, Petitioner has failed to “identif[y], in writing and with particularity, . . . the evidence that supports the grounds for the challenge.” See Intelligent Bio-Sys., Inc. v. Illumina Cambridge Ltd., 821 F.3d 1359, 1369 (“It is of the utmost importance that petitioners in the IPR proceedings adhere to the requirement that the initial petition identify ‘with particularity’ the ‘evidence that supports the grounds for the challenge to each claim.’”) (quoting 35 U.S.C. § 312(a)(3)); 37 C.F.R. § 42.104(b). For the reasons above, Petitioner has not shown sufficiently that the combination of Jungck and Wood meets the limitation of “[a] method of filtering packets at a packet security gateway, of a plurality of packet security gateways that collectively provide an entire interface across a boundary of a network protected by the packet security gateway . . . comprising: a first set of packet filtering rules to be applied to all network traffic traversing the boundary.”” slip op. at 24
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“We agree with Patent Owner that the Petition’s avoidance of the operation of edge caches when edge caches are important in the processing of traffic flowing across the boundary undermines this ground of the Petition. If Petitioner wished to rely on an embodiment or configuration in which the edge caches were irrelevant, the edge caches were redundant to the edge server, or the edge caches were unnecessary, it was incumbent upon Petitioner to explain sufficiently how and why that was the case. Petitioner was aware of the edge caches because it appears to have omitted all references to them in the Petition yet did not explain why this was done. Additionally, although Petitioner’s declarant does include references to edge caches, its declarant also does not explain sufficiently the relevance of those edge caches. Ex. 1004 ¶¶ 148, 212, 214, 215, 227, 323. Additionally, Petitioner’s references to collateral estoppel do not relieve Petitioner from the burden to describe its contentions regarding obviousness in the Petition.” slip op. at 15
- PTAB / AIA Trials › §315(e) estoppelEstoppel does not applyDecided for patent owner
“Our reviewing court has held that “[c]ollateral estoppel protects a party from having to litigate issues that have been fully and fairly tried in a previous action and adversely resolved against a party-opponent.” Nestle USA, Inc. v. Steuben Foods, Inc., 884 F.3d 1350, 1351–1352 (Fed. Cir. 2018) (quoting Ohio Willow Wood Co. v. Alps S., LLC, 735 F.3d 1333, 1342 (Fed. Cir. 2013)). “It is well established that collateral estoppel, also known as issue preclusion, applies in the administrative context.” MaxLinear, Inc. v. CF CRESPE LLC, 880 F.3d 1373, 1376 (Fed. Cir. 2018) (citations omitted); Webpower, Inc. v. WAG ACQUISITION, LLC, Case IPR2016- 01239, Paper 21 at 26–28 (PTAB Dec. 26, 2017). “Issue preclusion [i.e., collateral estoppel] is appropriate only if: (1) the issue is identical to one decided in the first action; (2) the issue was actually litigated in the first action; (3) resolution of the issue was essential to a final judgment in the first action; and (4) plaintiff had a full and fair opportunity to litigate the issue in the first action.” In re Freeman, 30 F.3d 1459, 1465 (Fed. Cir. 1994); see also MaxLinear, Inc., 880 F.3d at 1377 (citing Blonder-Tongue Labs., Inc. v. Univ. of Illinois Found., 402 U.S. 313, 91 S. Ct. 1501, 28 L.Ed. 2d 788 (1971) (finding collateral estoppel applies to a patentee who had a full and fair opportunity to litigate the validity of a patent in a prior federal case.)). Patent Owner points out that the claims at issue in IPR2018-01443, 1444, 1513 (“prior IPRs”) did not include the “entire boundary” or “all traffic” limitations. Prelim. Resp. 26–27, 32, 44. We agree. Collateral estoppel does not apply because there are differences between the claim limitation at issue here and the adjudicated claim limitations at issue in the prior IPRs. See In re Freeman, 30 F.3d at 1465; accord MaxLinear, Inc., 880 F.3d at 1377–1378; cf. In re Arunachalam, 709 F. App’x 699, 702 (Fed. Cir. 2017) (unpublished) (finding collateral estoppel applies to an adjudicated claim that is not “materially different” than the adjudicated claims).” slip op. at 19
- Claim Construction › Intrinsic evidence (Phillips canons) › Preamble limiting or notPreamble limitingDecided for patent owner
“Patent Owner requests that the preamble of independent claims 1, 8, and 15 be treated as limiting. Prelim. Resp. 16–17. These preambles provide antecedent basis for “packet security gateway,” “boundary,” “network,” and “one or more other networks.” Id. at 16 (citing Ex. 1001, 20:64–21:2, 22:13–18, 23:35–42). The preambles also recite the “plurality of packet security gateways that collectively provide an entire interface across a boundary of a [protected] network,” which is “essential to understand” the “all traffic” limitation in the body of these claims and thus ‘“give life, meaning, and vitality”’ to the claims. Id. (citing Catalina Mktg. Int’l, Inc. v. Coolsavings.com, Inc., 289 F.3d 801, 808 (Fed. Cir. 2002) (citation omitted)). The preambles provide the context for the body of the independent claims by defining the arrangement of the “plurality of packet security gateways” relative to the “boundary” of the protected network and thus the basis for applying “packet filtering rules . . . to all network traffic traversing the boundary.” Id. (citing Ex. 1001, 20:64–21:8). The “entire interface” limitation also was relied on during prosecution of the parent ’437 Patent’s claims to distinguish them from the prior art. Id. at 16–17 (citing Ex. 2008, 254–61; Catalina, 289 F.3d at 808–09). Petitioner does not dispute the preambles are limiting. Pet. 18–21, 37. For, the reasons above, we construe the preambles of independent claims 1, 8, and 15 as limiting. After review of the current record, we conclude that, other than determining the preambles are limiting, no express claim construction is necessary to determine whether to institute review of the challenged claims. See, e.g., Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng'g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)) (“[W]e need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy.’”).” slip op. at 7
Claim construction§ 103 obviousnessDiscretionary denialcites Phillips · KSR · GrahamPatents in suitUS 10,785,266 - Bright Data Ltd. v. Metacluster LT, UabInstitution deniedPTAB · Dec 1, 2021 · IPR2021-00983 · APJ Debra K Stephens · IPR · Institution
The Board denied institution because the petition did not show a reasonable likelihood of prevailing on any challenged claim under the asserted anticipation or obviousness grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“(a) THRESHOLD.—The Director may not authorize an inter partes review to be instituted unless the Director determines 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” slip op. at 2
- Skill levelSkill level board ownOther
“Patent Owner does not contest Petitioner’s assertion (see generally Prelim. Resp.). The prior art itself demonstrates the level of ordinary skill in the art at the time of the invention (see Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (explaining that specific findings regarding ordinary skill level are not required “where the prior art itself reflects an appropriate level and a need for testimony is not shown”) (quoting Litton Indus. Prods., Inc. v. Solid State Sys. Corp., 755 F.2d 158, 163 (Fed. Cir. 1985))). in light of Petitioner’s definition of the level of ordinary skill in the art, we determine an ordinarily skilled artisan is: an individual who had (1) a bachelor’s degree or equivalent in the field of Electrical Engineering, Computer Engineering, or Computer Science, or in an equivalent field that includes network engineering as a topic of study (hereinafter, “technical study”), plus at least one year of industry technical experience in the computer network field, such as serving as an engineer for an Internet service provider performing network design, development, or configuration tasks, or as a software developer for network communications software or related utility software, or (2) three years of full-time technical experience in the field of electrical engineering, computer engineering, or computer science or in an equivalent field that includes network engineering or network communications software (hereinafter, “technical fields”), or (3) an equivalent combination of academic study in technical study and work experience in the technical fields.” slip op. at 9
- Claim Construction › Intrinsic evidence (Phillips canons) › Lexicography (patentee as own lexicographer)Term construed patent owner constructionDecided for patent owner
“Proxy Rotator’ as ‘a system coupled of separate components implementing a specific method and responsible for collecting statistical data, proxy control, rotation, maintenance, and reporting’” (Prelim. Resp. 15 (citing Ex. 1001, 5:4–7)). of separate components implementing a specific method and responsible for collecting statistical data, proxy control, rotation, maintenance, and reporting” (id. at 5:4–7). In accordance with the Specification’s “general terminology description,” we construe the term “Smart Proxy Rotator” as a system coupled of separate components implementing a specific method and responsible for collecting statistical data, proxy control, rotation, maintenance, and reporting.” slip op. at 11
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for patent owner
“construed as “‘the portion of all proxy requests received by the SPR during a time period that the SPR will refer to a particular proxy provider,’ which may be equal to the weight assigned to that particular proxy provider divided by the sum of weights assigned to all proxy providers during the same time period” (Prelim. Resp. 20 (citing Ex. 2003 ¶ 56)). Patent Owner’s definition requiring a “utilization threshold” to be a “portion of all proxy requests received by the SPR during a time period that the SPR will refer to a particular proxy provider” is too narrow. The ’948 Patent does not expressly define the term “utilization threshold,” and, instead, describes utilization thresholds using an example (id. at 8:1–8). The ’948 Patent states [o]ne of the usage examples can be the following: if one provider has a weight equal to 10, and the other provider has a weight equal to 20, the proxy rotator should use the second provider 66.6% of the time and the first provider 33.3% of the time, when no changes to the default providers’ weights have been introduced. These percentages are the utilization thresholds of each provider. threshold is a goal amount of use, not an actual amount of use. A utilization threshold may represent a desired maximum percentage (i.e., proportion), of proxy requests to be referred to a particular proxy provider. Based on the Specification’s use of a “utilization threshold,” we construe the term to mean “a maximum percentage of use assigned to a particular proxy provider that is equal to a weight for the particular proxy provider divided by the sum of respective weights assigned to all proxy providers during the same time period.”” slip op. at 14
Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 10,601,948
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.