Prosecution Insights
Last updated: August 17, 2026

Examiner: KAPOOR, DEVAN

Tech Center 2100 • Art Units: 2126

This examiner grants 7% of resolved cases

Performance Statistics

7.1%
Allow Rate
-47.9% vs TC avg
45
Total Applications
+11.1%
Interview Lift
1583
Avg Prosecution Days
Based on 14 resolved cases, 2023–2026

Rejection Statute Breakdown

39.2%
§101 Eligibility
7.4%
§102 Novelty
50.2%
§103 Obviousness
2.5%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17891273 ELECTRONIC DEVICE FOR PROVIDING INFORMATION FOR REINFORCEMENT LEARNING AND METHOD FOR OPERATING THEREOF Final Rejection Samsung Electronics Co., Ltd.
17348841 COMPUTING DEVICE COMPENSATED FOR ACCURACY REDUCTION CAUSED BY PRUNING AND OPERATION METHOD THEREOF Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
18184830 SYSTEM AND METHODS FOR UTILIZING PREDICTIONS OF FUTURE REAL-WORLD EVENTS TO GENERATE ACTIONABLE DECISIONS Final Rejection X Development LLC
17826873 Neural Network Search Method, Apparatus, And Device Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18148261 SYSTEMS AND METHODS FOR CROSS POLLINATION INTENT DETERMINATION Final Rejection Walmart Apollo, LLC
19114953 SEMI-SUPERVISED SYSTEM FOR DOMAIN SPECIFIC SENTIMENT LEARNING Non-Final OA Visa International Service Association
18155471 METHOD AND APPARATUS FOR PREDICTING FUTURE STATE AND RELIABILITY BASED ON TIME SERIES DATA Final Rejection ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
17701745 PLATFORM-AWARE TRANSFORMER-BASED PERFORMANCE PREDICTION Final Rejection MediaTek Inc.
17577014 TRAINING METHOD, OPERATING METHOD AND MEMORY SYSTEM Non-Final OA Taiwan Semiconductor Manufacturing Company, Ltd.
17994991 TRAINING A CLASSIFIER TO DETECT OPEN VEHICLE DOORS Final Rejection Waymo LLC
18663521 SOFTWARE DEPLOYMENT PIPELINE GENERATION USING GENERATIVE ARTIFICIAL INTELLIGENCE Non-Final OA Dell Products L.P.
18527248 RAW TRAINING DATA-FREE MODEL FUSION Non-Final OA International Business Machines Corporation
18189039 MACHINE LEARNING MODEL TRAINING FOR IMPROVING ANOMALY DETECTION Final Rejection UnitedHealth Group Incorporated

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