Prosecution Insights
Last updated: October 02, 2026
Application No. 19/177,912

IMPLICIT NEURAL REPRESENTATION TREE

Non-Final OA §102
Filed
Apr 14, 2025
Priority
Apr 16, 2024 — provisional 63/634,651
Examiner
PHAM, NAM D
Art Unit
2487
Tech Center
2400 — Computer Networks
Assignee
Nokia Corporation
OA Round
1 (Non-Final)
91%
Grant Probability
Favorable
1-2
OA Rounds
6m
Est. Remaining
93%
With Interview

Examiner Intelligence

Grants 91% — above average
91%
Career Allowance Rate
513 granted / 564 resolved
+33.0% vs TC avg
Minimal +2% lift
Without
With
+1.7%
Interview Lift
resolved cases with interview
Fast prosecutor
1y 11m
Avg Prosecution
17 currently pending
Career history
583
Total Applications
across all art units

Statute-Specific Performance

§101
5.8%
-34.2% vs TC avg
§103
35.3%
-4.7% vs TC avg
§102
29.4%
-10.6% vs TC avg
§112
6.7%
-33.3% vs TC avg
Black line = Tech Center average estimate • Based on career data from 564 resolved cases

Office Action

§102
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 . DETAILED ACTION Summary Restriction/ Election Response The examiner agrees the claims following the Preliminary Amendment dated April 14th, 2025 should be subjective to the last restriction office action instead of the Claims dated April 14th, 2025. The examiner made this error by just examining the Claims file by not knowing there is the Preliminary Amendment file filed separately on the same date. However, there is not much difference between the restriction on the Claims file and the Preliminary Amendment file in which more claims were cancelled. The examiner disagrees the claims 6-9, 11, 19-22, 24, 26 are drawn to the elected species and should be substantively examined following entry of this response to the restriction requirement. As indicated in the Preliminary Amendment, the claims 6-9, 11, 19-22 and 24 depends on the independent claims 1 and 14 which belongs to the species I and not elected by the applicant for examining. Because of this reason, the claims 27, 30 corresponding to the species II are only examined by the examiner. This office action for US Patent application 19/177912 is responsive to communications filed on June 2nd, 2026. Currently, claims 1-44 are pending are presented for examination while claims 27 and 30 are elected for examining and the rest of other claims are supposed to be canceled. Claim Rejections - 35 USC § 102 The following is a quotation of the appropriate paragraphs of 35 U.S.C. § 102 that form the basis for the rejections under this section made in this Office action: A person shall be entitled to a patent unless – (a)(2) the claimed invention was described in a patent issued under section 151, or in an application for patent published or deemed published under section 122(b), in which the patent or application, as the case may be, names another inventor and was effectively filed before the effective filing date of the claimed invention. Claims 27, 30 is/are rejected under 35 U.S.C §102 (a)(2) as being anticipated by KLOPP et al. (US 20250124607 A1: refer to its PCT filed January 12th, 2023). Regarding claim 27, KLOPP et al. (US 20250124607 A1: refer to its PCT filed January 12th, 2023) meets the claim limitations, as follows: An apparatus comprising: at least one processor; and at least one memory storing instructions that, when executed by the at least one processor, cause the apparatus [i.e. Figs. 1] at least to: produce content of a region of data using a neural network, wherein the data comprises at least one or more of: an image or video [i.e. apply a NN with different parameter sets to different portions of a video frame; Fig. 5]; store information about the neural network using a neural network parameter tree [i.e. transmit various syntax elements to the decoder in which the syntax elements contain the parameter sets of the neural network; paragraph. 0044-0045]; encode the information about the neural network into or along a bitstream [i.e. the neural network can be a DNN, CNN, RNN, etc. and syntax elements store and indicate information of the neural network; paragraph. 0021, 0044, 0055, 0066-0067]; and encode the neural network parameter tree into or along the bitstream [i.e. the parameters of the neural network are transmitted in the bitstream to the decoder; paragraph. 0032, Fig. 6]. Regarding claim 30, all the claim limitations which are set forth and rejected as per discussion for claim 27. Conclusion Any inquiry concerning this communication or earlier communications form the examiner should be directed to Nam Pham, whose can be contacted by phone at (571)270-7352. The examiner can normally be reached on Mon—Thurs. If attempts to reach the examiner by telephone are unsuccessful, the examiner's supervisor, CZEKAJ DAVID, can be reached on (571)272-7327. Information regarding the status of an application may be obtained from the Patent Application Information Retrieval (PAIR) system. Status information for published applications may be obtained from either Private PAIR or Public PAIR. Status information for unpublished applications is available through Private PAIR only. For more information about the PAIR system, see http://pair-direct.uspto.gov. Should you have questions on access to the Private PAIR system, contact the Electronic Business Center (EBC) AT 866-217-9197 (too free). If you would like assistance from a USPTO Customer Service Representative or access to the automated information system, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /NAM D PHAM/ Primary Examiner, Art Unit 2487
Read full office action

Prosecution Timeline

Apr 14, 2025
Application Filed
Jul 27, 2026
Non-Final Rejection mailed — §102 (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
91%
Grant Probability
93%
With Interview (+1.7%)
1y 11m (~6m remaining)
Median Time to Grant
Low
PTA Risk
Based on 564 resolved cases by this examiner. Grant probability derived from career allowance rate.

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