Prosecution Insights
Last updated: May 29, 2026

Examiner: SHALU, ZELALEM W

Tech Center 2100 • Art Units: 2122 2145 2177

This examiner grants 29% of resolved cases

Performance Statistics

29.1%
Allow Rate
-25.9% vs TC avg
145
Total Applications
+20.3%
Interview Lift
1281
Avg Prosecution Days
Based on 110 resolved cases, 2023–2026

Rejection Statute Breakdown

0.9%
§101 Eligibility
4.1%
§102 Novelty
86.6%
§103 Obviousness
8.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17689115 METHOD OF GENERATING DEEP LEARNING MODEL AND COMPUTING DEVICE PERFORMING THE SAME Final Rejection Samsung Electronics Co., Ltd.
17281444 File Transfer Method and Electronic Device Non-Final OA Huawei Technologies Co., Ltd.
17566888 AUTOMATED GENERATION OF AGENT CONFIGURATIONS FOR REINFORCEMENT LEARNING Non-Final OA Microsoft Technology Licensing, LLC
17232671 DATASET-FREE, APPROXIMATE MARGINAL PERTURBATION-BASED FEATURE ATTRIBUTIONS Non-Final OA Oracle International Corporation
17721993 OPTIMIZING TRAINING DATA GENERATION FROM REAL-TIME PREDICTION SYSTEMS FOR INTELLIGENT MODEL TRAINING Non-Final OA PAYPAL, INC.
17673377 TIERED INPUT STRUCTURES FOR MACHINE LEARNING MODELS Non-Final OA PAYPAL, INC.
18052140 CONTRASTIVE CREDIBILITY PROPAGATION FOR SEMI-SUPERVISED LEARNING Final Rejection Palo Alto Networks, Inc.
17357585 NEURAL NETWORK MEMORY FOR AUDIO Non-Final OA Amazon Technologies, Inc.
17171365 MACHINE-LEARNING SYSTEMS FOR SIMULATING COLLABORATIVE BEHAVIOR BY INTERACTING USERS WITHIN A GROUP Non-Final OA Adobe Inc.
17804664 POLYNOMIAL-TIME LINEAR CROSS-ENTROPY BENCHMARKING Non-Final OA Alibaba (China) Co., Ltd.
17713253 Digital simulator of data communication apparatus Non-Final OA MELLANOX TECHNOLOGIES, LTD.
17232667 Impact Score Based Target Action Assignment Non-Final OA Aible Inc.
16110108 ROBUST REPLAY OF DIGITAL ASSISTANT OPERATIONS Final Rejection PELOTON INTERACTIVE, INC.
16110103 CROWDSOURCED TRAINING FOR COMMANDS MATCHING Non-Final OA Peloton Interactive, Inc.
17864607 Communication Network Performance and Fault Analysis Using Learning Models with Model Interpretation Non-Final OA TC France S.A.S.
18239137 ADAPTABLE SYSTEMS FOR DISCOVERING INTENT FROM ENTERPRISE DATA Non-Final OA Predii, Inc.
18070544 METHOD AND SYSTEM FOR AGGREGATION OF SEMANTIC SEGMENTATION MODELS Non-Final OA Turun Ammattikorkeakoulu Oy

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