Prosecution Insights
Last updated: April 19, 2026

Examiner: KAPOOR, DEVAN

Tech Center 2100 • Art Units: 2126

This examiner grants 11% of resolved cases

Performance Statistics

11.1%
Allow Rate
-43.9% vs TC avg
42
Total Applications
+16.7%
Interview Lift
1197
Avg Prosecution Days
Based on 9 resolved cases, 2023–2026

Rejection Statute Breakdown

38.1%
§101 Eligibility
10.8%
§102 Novelty
43.9%
§103 Obviousness
5.8%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18184830 SYSTEM AND METHODS FOR UTILIZING PREDICTIONS OF FUTURE REAL-WORLD EVENTS TO GENERATE ACTIONABLE DECISIONS Non-Final OA X Development LLC
17509926 SCALABLE AND DISTRIBUTED MACHINE LEARNING FRAMEWORK WITH UNIFIED ENCODER (SULU) Non-Final OA California Institute of Technology
18148261 SYSTEMS AND METHODS FOR CROSS POLLINATION INTENT DETERMINATION Non-Final OA Walmart Apollo, LLC
18276809 ANALYSIS DEVICE, ANALYSIS METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUM HAVING PROGRAM STORED THEREON Non-Final OA NEC Corporation
17825788 Unsupervised Anomaly Detection With Self-Trained Classification Final Rejection Google LLC
17395014 Federated Machine Learning Computer System Architecture Final Rejection PayPal, Inc.
18075991 MATHEMATICAL MODEL TRAINING METHOD Final Rejection Rakuten Group, Inc.
18155471 METHOD AND APPARATUS FOR PREDICTING FUTURE STATE AND RELIABILITY BASED ON TIME SERIES DATA Non-Final OA ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
17960052 MODEL COMPRESSION VIA QUANTIZED SPARSE PRINCIPAL COMPONENT ANALYSIS Non-Final OA QUALCOMM Incorporated
17969721 HYPER NETWORK MACHINE LEARNING ARCHITECTURE FOR SIMULATING PHYSICAL SYSTEMS Final Rejection NEC Laboratories Europe GmbH
17701745 PLATFORM-AWARE TRANSFORMER-BASED PERFORMANCE PREDICTION Non-Final OA MediaTek Inc.
17994991 TRAINING A CLASSIFIER TO DETECT OPEN VEHICLE DOORS Final Rejection Waymo LLC
17547158 METHOD AND SYSTEM FOR BIT QUANTIZATION OF ARTIFICIAL NEURAL NETWORK Non-Final OA DEEPX CO., LTD.
17804652 Method and Device for Training a Machine Learning Algorithm Non-Final OA Aptiv Technologies AG
18160596 SYSTEM AND METHOD FOR SELECTING MODEL TOPOLOGY Final Rejection Dell Products L.P.
18248760 PREDICTION METHOD, PREDICTION APPARATUS AND PROGRAM Non-Final OA NIPPON TELEGRAPH AND TELEPHONE CORPORATION
17625361 TRAINING A NEURAL NETWORK TO CONTROL AN AGENT USING TASK-RELEVANT ADVERSARIAL IMITATION LEARNING Non-Final OA DeepMind Technologies Limited
17462234 Microscopy System and Method for Monitoring a Learning Process of a Machine Learning Model Non-Final OA Carl Zeiss Microscopy GmbH
18189039 MACHINE LEARNING MODEL TRAINING FOR IMPROVING ANOMALY DETECTION Non-Final OA UnitedHealth Group Incorporated
17731561 KNOWLEDGE DRIVEN ARTIFICIAL INTELLIGENCE ENGINE FOR ENGINEERING AUTOMATION Final Rejection Schneider Electric Systems USA, Inc.
17507649 Identifying Test Dependencies Using Binary Neural Networks Non-Final OA EMC IP Holding Company LLC
17620308 METHOD AND DEVICE FOR PROCESSING CONVOLUTION OPERATION OF NEURAL NETWORK PROCESSOR Final Rejection FURIOSAAI CO.

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