Prosecution Insights
Last updated: October 02, 2026

Examiner: GORMLEY, AARON PATRICK

Tech Center 2100 • Art Units: 2148

This examiner grants 25% of resolved cases

Performance Statistics

25.0%
Allow Rate
-30.0% vs TC avg
40
Total Applications
-37.5%
Interview Lift
1485
Avg Prosecution Days
Based on 12 resolved cases, 2023–2026

Rejection Statute Breakdown

28.5%
§101 Eligibility
12.1%
§102 Novelty
36.4%
§103 Obviousness
21.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18687698 METHOD FOR PERFORMING FEDERATED LEARNING IN WIRELESS COMMUNICATION SYSTEM, AND APPARATUS THEREFOR Non-Final OA LG ELECTRONICS INC.
17741748 SYSTEMS AND METHODS FOR OPTIMIZING MULTI-STAGE DATA PROCESSING Non-Final OA The Toronto-Dominion Bank
18311258 INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND STORAGE MEDIUM Final Rejection CANON KABUSHIKI KAISHA
18513060 MODEL TRAINING FOR DATASETS HAVING DATA SHIFTS Non-Final OA Capital One Services, LLC
18005804 METHODS AND APPARATUS TO DYNAMICALLY NORMALIZE DATA IN NEURAL NETWORKS Final Rejection Intel Corporation
17717729 Compression Framework for Distributed or Federated Learning with Predictive Compression Paradigm Non-Final OA Nokia Technologies Oy
18051570 ABNORMAL DOCUMENT SELF-DISCOVERY SYSTEM Non-Final OA International Business Machines Corporation
17643242 METALEARNER FOR UNSUPERVISED AUTOMATED MACHINE LEARNING Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17533266 TOPOLOGICAL SIGNATURES FOR DISEASE CHARACTERIZATION Non-Final OA International Business Machines Corporation
17820972 MULTI-TASK DEPLOYMENT METHOD AND ELECTRONIC DEVICE Final Rejection Beijing Baidu Netcom Science Technology Co., Ltd.
17616674 LEARNING SYSTEM AND LEARNING METHOD FOR MULTI-LABEL DATA RECOGNITION Final Rejection RAKUTEN GROUP, INC.
17828582 RECONCILING COMPUTING INFRASTRUCTURE AND DATA IN FEDERATED LEARNING Final Rejection Cisco Technology, Inc.
17653394 Method and System for Utilizing Machine Learning to Create a Knowledge Graph for Generating In-Game Insights Non-Final OA STATS LLC
18092590 METHOD FOR PERFORMING CONTINUAL LEARNING USING REPRESENTATION LEARNING AND APPARATUS THEREOF Non-Final OA Research & Business Foundation Sungkyunkwan University
18099586 CHARACTERIZING COMPUTER INFRASTRUCTURE USING MACHINE LEARNING TECHNIQUES Non-Final OA Dell Products L.P.
18060101 SYSTEM AND METHOD FOR MANAGING INFERENCE MODEL DISTRIBUTIONS IN DYNAMIC SYSTEM Final Rejection Dell Products L.P.
18721210 METHODS, SYSTEMS, AND COMPUTER READABLE MEDIA FOR CAUSAL TRAINING OF PHYSICS-INFORMED NEURAL NETWORKS Non-Final OA The Trustees of the University of Pennsylvania

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