Prosecution Insights
Last updated: August 17, 2026

Examiner: MAUNI, HUMAIRA ZAHIN

Tech Center 4100 • Art Units: 2100 2141 4100

This examiner grants 46% of resolved cases

Performance Statistics

45.8%
Allow Rate
-14.2% vs TC avg
60
Total Applications
+51.0%
Interview Lift
1491
Avg Prosecution Days
Based on 24 resolved cases, 2023–2026

Rejection Statute Breakdown

35.7%
§101 Eligibility
1.9%
§102 Novelty
47.6%
§103 Obviousness
14.8%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17828464 INFORMATION PROCESSING METHOD FOR TRAINING A PREDICTION MODEL INFORMATION PROCESSING SYSTEM, AND INFORMATION PROCESSING DEVICE Non-Final OA Panasonic Intellectual Property Corporation of America
17463196 LEARNING APPARATUS, METHOD, AND STORAGE MEDIUM Final Rejection KABUSHIKI KAISHA TOSHIBA
18313291 TRAINING NEURAL NETWORKS USING SIGN AND MOMENTUM BASED OPTIMIZERS Non-Final OA Google LLC
18074166 METHOD FOR TRAINING AN ARTIFICIAL NEURAL NETWORK COMPRISING QUANTIZED PARAMETERS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
17920839 FEDERATED LEARNING OPTIMIZATIONS Final Rejection Intel Corporation
18013759 MACHINE LEARNING APPARATUS, MACHINE LEARNING METHOD AND COMPUTER-READABLE STORAGE MEDIUM Final Rejection NEC, Corporation
17782551 GENERATING SYNTHETIC PATIENT HEALTH DATA Final Rejection The Regents of the University of California
18612169 COMPILER-BASED DEEP LEARNING MODEL PRUNING APPARATUS AND METHOD Non-Final OA Electronics and Telecommunications Research Institute
18630074 OPTIMIZING DEEP LEARNING RECOMMENDER MODEL DATA PIPELINES WITH REINFORCEMENT LEARNING Non-Final OA Netflix, Inc.
17742285 AUTOMATED INTELLIGENCE FACILITATION OF ROUTING OPERATIONS Non-Final OA SAP SE
18095302 SYSTEM FOR IMPLEMENTING PREDICTIVE CONFIGURATION CHANGES BASED ON TRACKING APPLICATION USAGE PATTERNS Final Rejection BANK OF AMERICA CORPORATION
18544645 RECOMMENDING SENSORS FOR AN APPLICATION USING ELEMENTS OF SERVICE-ORIENTED-ARCHITECTURE AND DESIGN (SOAD) Non-Final OA Tata Consultancy Services Limited
18162370 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO BUILD BLOCKING-BASED BATCHES FOR TRAINING MACHINE LEARNING MODELS Final Rejection Nielsen Consumer LLC

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