Prosecution Insights
Last updated: April 19, 2026
Application No. 19/215,892

APPARATUS, SYSTEM, AND METHOD FOR APPROXIMATING NEURAL COMPUTE FOR GRAPHICS GENERATION VIA HARDWARE ACCELERATORS

Non-Final OA §103
Filed
May 22, 2025
Examiner
CRAWLEY, KEITH L
Art Unit
2626
Tech Center
2600 — Communications
Assignee
Meta Platforms Technologies, LLC
OA Round
1 (Non-Final)
59%
Grant Probability
Moderate
1-2
OA Rounds
3y 7m
To Grant
85%
With Interview

Examiner Intelligence

Grants 59% of resolved cases
59%
Career Allow Rate
340 granted / 577 resolved
-3.1% vs TC avg
Strong +26% interview lift
Without
With
+26.4%
Interview Lift
resolved cases with interview
Typical timeline
3y 7m
Avg Prosecution
27 currently pending
Career history
604
Total Applications
across all art units

Statute-Specific Performance

§101
2.0%
-38.0% vs TC avg
§103
53.6%
+13.6% vs TC avg
§102
20.5%
-19.5% vs TC avg
§112
19.9%
-20.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 577 resolved cases

Office Action

§103
DETAILED ACTION Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Claim Rejections - 35 USC § 103 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis (i.e., changing from AIA to pre-AIA ) for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. Claims 1-20 are rejected under 35 U.S.C. 103 as being unpatentable over Croxford et al. (US 2023/0126531) in view of Vaidyanathan et al. (US 2024/0257437). Regarding claim 1, Croxford discloses an eyewear device comprising: circuitry comprising a hardware accelerator configured to: identify an input that indicates one or more features of an instance of graphical imagery (abstract, fig. 1, ¶ 1-5, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 69-75, figs. 6-7); and perform, based at least in part on the input, one or more lookup operations via one or more arrays to obtain an output used to approximate computation of a rendering of the instance of graphical imagery (fig. 1, figs. 6-7, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 65-75, figs. 6-7, hierarchy of tables disclosed; see also ¶ 149); and a display configured to present the rendering of the instance of graphical imagery to the user (fig. 1, display panel 7, ¶ 1-5, ¶ 30-40). Croxford fails to disclose an eyewear frame dimensioned to be worn by a user; circuitry coupled to the eyewear frame, and a display coupled to the eyewear frame. Vaidyanathan teaches an eyewear frame dimensioned to be worn by a user; circuitry coupled to the eyewear frame, and a display coupled to the eyewear frame (abstract, figs. 1-3, see ¶ 4-5, ¶ 94, head mounted display disclosed; see also ¶ 124-130, ¶ 140-142). Croxford and Vaidyanathan are both directed to graphics rendering for displays. Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to combine the device of Croxford with the device of Vaidyanathan since such a modification provides a head mount display (Vaidyanathan, ¶ 94) that can render scenes in real-time with complex material appearance (Vaidyanathan, ¶ 4). Regarding claim 2, Croxford discloses wherein the hardware accelerator is further configured to: perform a sequence of lookup operations via a primary array and a cascaded array (fig. 1, figs. 6-7, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 65-75, figs. 6-7, hierarchy of tables disclosed; see also ¶ 149); and combine a set of outputs from the cascaded array to form a primitive used to approximate computation for the rendering (fig. 1, figs. 6-7, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 65-75, figs. 6-7, series of one or more table lookups progresses through the hierarchy of tables; see also ¶ 149, ¶ 367-375). Regarding claim 3, Croxford discloses wherein the hardware accelerator is further configured to: obtain a first output from the primary array by performing a first lookup operation on the primary array (fig. 1, figs. 6-7, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 65-75, figs. 6-7, series of one or more table lookups progresses through the hierarchy of tables; see also ¶ 149, ¶ 367-375); apply the first output as an additional input for a subsequent lookup operation on the cascaded array (fig. 1, figs. 6-7, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 65-75, figs. 6-7, series of one or more table lookups progresses through the hierarchy of tables; see also ¶ 149, ¶ 367-375); and obtain the set of outputs from the cascaded array by performing the subsequent lookup operation with the additional input on the cascaded array (fig. 1, figs. 6-7, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 65-75, figs. 6-7, series of one or more table lookups progresses through the hierarchy of tables; see also ¶ 149, ¶ 367-375). Regarding claim 4, Croxford discloses a cache memory configured to store the cascaded array (¶ 42-49, see also ¶ 61-75, cache disclosed; see also fig. 9 and ¶ 391-401), wherein the hardware accelerator is further configured to perform a first lookup operation on the primary array to obtain a pointer that identifies a location at which the primitive is stored in the cache memory (fig. 1, figs. 6-7, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 65-75, figs. 6-7, series of one or more table lookups progresses through the hierarchy of tables; see also ¶ 149, ¶ 367-375). Regarding claim 5, Croxford discloses wherein the hardware accelerator is further configured to generate the rendering by applying the primitive to the instance of graphical imagery (fig. 1, figs. 6-7, ¶ 30-40; see also ¶ 65-75, figs. 6-7; see also ¶ 149, ¶ 367-382, shading performed based on ray casting). Regarding claim 6, Croxford discloses wherein the hardware accelerator is further configured to shade the rendering based at least in part on the primitive (fig. 1, figs. 6-7, ¶ 30-40; see also ¶ 65-75, figs. 6-7; see also ¶ 149, ¶ 367-382, shading performed based on ray casting). Regarding claim 7, Croxford discloses wherein: the hardware accelerator comprises at least a portion of a graphics processing unit (GPU) (fig. 1, figs. 6-7, ¶ 30-40, GPU uses memory management unit to traverse ray tracing acceleration data structure; see also ¶ 42-49, ¶ 65-75, figs. 6-7). Croxford in view of Vaidyanathan fails to explicitly disclose the cascaded array comprises a 16-by-16 array of memory locations in the cache memory. However, Examiner takes official notice that the use of a 16-by-16 array of memory locations in cache memory is well known in the art. Therefore, it would have been obvious to one of ordinary skill in the art before the effective filing date of the claimed invention to combine the device of Croxford in view of Vaidyanathan with the well-known 16-by-16 cache memory array since such a modification achieves the predictable result of providing an appropriately sized memory array for data storage. Regarding claim 8, Croxford discloses wherein the output used to approximate computation of the rendering comprises a function that approximates at least one of: a graphics-rendering algorithm; a texture-compression algorithm; or a graphics-compression algorithm (fig. 1, figs. 6-7, ¶ 30-40; see also ¶ 65-75, figs. 6-7; see also ¶ 149, ¶ 367-382, shading performed based on ray casting). Regarding claim 9, Croxford discloses wherein the hardware accelerator is further configured to: store data representative of another instance of the graphical imagery in the one or more arrays to facilitate the one or more lookup operations at a subsequent moment in time; or store data representative of additional graphical imagery that is comparable to the graphical imagery in the one or more arrays to facilitate the one or more lookup operations at a subsequent moment in time (¶ 94-97, locally stored traversals checked to determine is some or all of it can be used for a new ray). Regarding claim 10, Croxford discloses wherein the one or more features indicated by the input comprise at least one of: direction of light applied to or represented in the instance of graphical imagery; surface roughness of at least a portion of the instance of graphical imagery; metallicity of at least a portion of the instance of graphical imagery; anisotropy of at least a portion of the instance of graphical imagery; specularity of at least a portion of the instance of graphical imagery; or sheen of at least a portion of the instance of graphical imagery (fig. 1, figs. 6-7, ¶ 30-40; see also ¶ 65-75, figs. 6-7; see also ¶ 149, ¶ 367-382, shading performed based on ray casting). Regarding claim 11, this claim is rejected under the same rationale as claim 1. Regarding claim 12, this claim is rejected under the same rationale as claim 2. Regarding claim 13, this claim is rejected under the same rationale as claim 3. Regarding claim 14, this claim is rejected under the same rationale as claim 4. Regarding claim 15, this claim is rejected under the same rationale as claim 5. Regarding claim 16, this claim is rejected under the same rationale as claim 6. Regarding claim 17, this claim is rejected under the same rationale as claim 7. Regarding claim 18, this claim is rejected under the same rationale as claim 8. Regarding claim 19, this claim is rejected under the same rationale as claim 9. Regarding claim 20, this claim is rejected under the same rationale as claim 1. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure: See attached Notice of References Cited. Any inquiry concerning this communication or earlier communications from the examiner should be directed to KEITH L CRAWLEY whose telephone number is (571)270-7616. The examiner can normally be reached Monday - Friday 10-6 ET. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Temesghen Ghebretinsae can be reached at 571-272-3017. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /KEITH L CRAWLEY/ Primary Examiner, Art Unit 2626
Read full office action

Prosecution Timeline

May 22, 2025
Application Filed
Jan 04, 2026
Non-Final Rejection — §103 (current)

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
59%
Grant Probability
85%
With Interview (+26.4%)
3y 7m
Median Time to Grant
Low
PTA Risk
Based on 577 resolved cases by this examiner. Grant probability derived from career allow rate.

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