Prosecution Insights
Last updated: August 18, 2026

Examiner: TRAN, TAN H

Tech Center 2100 • Art Units: 2141 2147 2173

This examiner grants 61% of resolved cases

Performance Statistics

60.6%
Allow Rate
+5.6% vs TC avg
371
Total Applications
+32.9%
Interview Lift
1277
Avg Prosecution Days
Based on 317 resolved cases, 2023–2026

Rejection Statute Breakdown

13.8%
§101 Eligibility
17.0%
§102 Novelty
58.8%
§103 Obviousness
6.4%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18457960 AI/ML MODEL MONITORING OPERATIONS FOR NR AIR INTERFACE Final Rejection Samsung Electronics Co., Ltd.
17915353 MACHINE LEARNING SYSTEM, MACHINE LEARNING DEVICE AND MACHINE LEARNING METHOD Non-Final OA SONY GROUP CORPORATION
18435568 CONTENT ITEM MODULE ARRANGEMENTS Non-Final OA Snap Inc.
17461808 NEURAL NETWORK DEVICE AND LEARNING METHOD Final Rejection KABUSHIKI KAISHA TOSHIBA
18574668 ENHANCED MACHINE LEARNING TECHNIQUES USING DIFFERENTIAL PRIVACY AND SELECTIVE DATA AGGREGATION Non-Final OA Google LLC
18752142 TASK CREATION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM Non-Final OA Beijing Zitiao Network Technology Co., Ltd.
17612241 Method for Making a Neural Network More Robust in a Function-Specific Manner Non-Final OA Volkswagen Aktiengesellschaft
18345904 NEURAL NETWORK TRAINING METHOD AND RELATED APPARATUS Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
18185550 MACHINE LEARNING MODEL TRAINING METHOD AND RELATED DEVICE Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
18462717 SYSTEMS AND METHODS FOR DETECTING ANOMALOUS DATA IN FEDERATED LEARNING USING HISTORICAL DATA PROFILES Final Rejection Capital One Services, LLC
18384525 RESOURCE EFFICIENT FEDERATED EDGE LEARNING WITH HYPERDIMENSIONAL COMPUTING Non-Final OA Intel Corporation
17561490 METHODS AND APPARATUS FOR ENHANCING A VIDEO AND AUDIO EXPERIENCE Non-Final OA Intel Corporation
17791369 INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND RECORDING MEDIUM Final Rejection NEC Corporation
18711192 CONTROLLING A SWARM OF AGENTS Non-Final OA BAE SYSTEMS PLC
18426717 Method, System, and Computer Program Product for Improving Training Loss of Graph Neural Networks Using Bi-Level Optimization Non-Final OA Visa International Service Association
17551929 ELECTRONIC DEVICE PERFORMING IMITATION LEARNING FOR BEHAVIOR AND OPERATION METHOD THEREOF Non-Final OA ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
18686536 SYSTEM AND METHOD FOR STATISTICAL FEDERATED LEARNING Non-Final OA Telefonaktiebolaget LM Ericsson (publ)
18642183 LARGE LANGUAGE MODELS AND KNOWLEDGE GRAPHS FOR ENTERPRISE RESOURCE PLANNING SYSTEMS Non-Final OA SAP SE
17832733 NEURAL NETWORK SYSTEM, NEURAL NETWORK LEARNING METHOD, AND NEURAL NETWORK LEARNING PROGRAM Final Rejection FUJITSU LIMITED
18644328 LARGE LANGUAGE MODELS (LLMS) CACHING VIA DOUBLE VERIFICATION Non-Final OA Cisco Technology, Inc.
18185918 NEURAL NETWORK PROCESSORS Non-Final OA Arm Limited
18174328 QUANTUM CIRCUIT CUTTING VS SIMULATION: AN ORCHESTRATION DECISION Final Rejection Dell Products L.P.
18482670 ANNOTATING A SYNTAX TREE WITH INFORMATION ON A CONCEPT FOR AN ELEMENT IN THE SYNTAX TREE TO USE TO PROVIDE AN ANSWER TO A QUESTION Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17951870 ADVERSARIAL ATTACKS FOR IMPROVING COOPERATIVE MULTI-AGENT REINFORCEMENT LEARNING SYSTEMS Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17971788 PRODUCTION TO STAGING ISOLATION ZONE CREATION Non-Final OA Red Hat, Inc.
18668080 CONTROLLING AGENTS BY TRANSFERRING SUCCESSOR FEATURES TO NEW TASKS Non-Final OA DeepMind Technologies Limited

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