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Last updated: August 18, 2026

Examiner: PAULA, CESAR B

Tech Center 2100 • Art Units: 2100 2145 2177 2178

This examiner grants 34% of resolved cases

Performance Statistics

33.5%

Allow Rate

-21.5% vs TC avg

195

Total Applications

+8.2%

Interview Lift

1645

Avg Prosecution Days

Based on 173 resolved cases, 2023–2026

Rejection Statute Breakdown

12.4%

§101 Eligibility

18.7%

§102 Novelty

50.7%

§103 Obviousness

14.2%

§112 Clarity

Currently Pending Office Actions

App #	Title	Status	Assignee
17448126	DEVICE AND METHOD FOR TRAINING A NORMALIZING FLOW USING SELF-NORMALIZED GRADIENTS	Non-Final OA	Robert Bosch GmbH
17448653	MACHINE LEARNING COMPONENT UPDATE REPORTING IN FEDERATED LEARNING	Non-Final OA	QUALCOMM Incorporated
17550530	LEARNING METHOD OF NEURAL NETWORK AND NEURAL PROCESSOR	Non-Final OA	ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
17477370	TRAINING OBJECT DETECTION MODELS USING TRANSFER LEARNING	Non-Final OA	NVIDIA Corporation
17726308	SYSTEM AND METHOD FOR REDUCTION OF DATA TRANSMISSION BY DATA STATISTIC VALIDATION	Non-Final OA	Dell Products L.P.
17810006	USING SECURE AND RELIABLE BENEFIT-ANALYSIS MATCHMAKING TO SELECT FEDERATED LEARNING CANDIDATES	Non-Final OA	International Business Machines Corporation
17643016	TRAINING ALGORITHMS FOR ONLINE MACHINE LEARNING	Final Rejection	International Business Machines Corporation
17221410	Systems and Methods for Electronic Marketing Communications Review	Final Rejection	FMR LLC

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