Prosecution Insights
Last updated: April 19, 2026

Examiner: TRAN, TAN H

Tech Center 2100 • Art Units: 2141 2173

This examiner grants 60% of resolved cases

Performance Statistics

59.9%
Allow Rate
+4.9% vs TC avg
367
Total Applications
+31.8%
Interview Lift
1296
Avg Prosecution Days
Based on 307 resolved cases, 2023–2026

Rejection Statute Breakdown

14.4%
§101 Eligibility
19.2%
§102 Novelty
55.3%
§103 Obviousness
6.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18457960 AI/ML MODEL MONITORING OPERATIONS FOR NR AIR INTERFACE Non-Final OA Samsung Electronics Co., Ltd.
18276290 LEARNING DEVICE, LEARNING METHOD, AND RECORDING MEDIUM Non-Final OA NEC Corporation
17791369 INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND RECORDING MEDIUM Non-Final OA NEC Corporation
18752142 TASK CREATION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM Final Rejection Beijing Zitiao Network Technology Co., Ltd.
18185550 MACHINE LEARNING MODEL TRAINING METHOD AND RELATED DEVICE Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18429285 Systems and Methods for Providing Continuous-Path and Delete Key Gestures at a Touch-Sensitive Keyboard Non-Final OA Apple Inc.
18604128 PROVIDING CHANGE IN PRESENCE SOUNDS WITHIN VIRTUAL WORKING ENVIRONMENT Non-Final OA Snap Inc.
18341397 Adaptive Learning Rates for Training Adversarial Models with Improved Computational Efficiency Non-Final OA Google LLC
17951870 ADVERSARIAL ATTACKS FOR IMPROVING COOPERATIVE MULTI-AGENT REINFORCEMENT LEARNING SYSTEMS Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17476401 FRAUD SUSPECTS DETECTION AND VISUALIZATION Final Rejection International Business Machines Corporation
18153805 Method and Apparatus for Training and Evaluating an Evaluation Model for a Classification Application Final Rejection Robert Bosch GmbH
18349424 AUTOMATED CONTACT CENTER BASED ON OBFUSCATED KNOWLEDGE BASE Non-Final OA Cisco Technology, Inc.
18353912 COMPUTER-READABLE RECORDING MEDIUM HAVING STORED THEREIN MACHINE LEARNING PROGRAM, METHOD FOR MACHINE LEARNING, AND INFORMATION PROCESSING APPARATUS Non-Final OA Fujitsu Limited
17832733 NEURAL NETWORK SYSTEM, NEURAL NETWORK LEARNING METHOD, AND NEURAL NETWORK LEARNING PROGRAM Final Rejection FUJITSU LIMITED
17971788 PRODUCTION TO STAGING ISOLATION ZONE CREATION Final Rejection Red Hat, Inc.
18232291 FINDING A STATIONARY POINT OF A LOSS FUNCTION BY AN ITERATIVE ALGORITHM USING A VARIABLE LEARNING RATE VALUE Non-Final OA DeepMind Technologies Limited
18265601 LESION DIAGNOSIS METHOD Non-Final OA Vuno Inc.
18241297 METHOD AND SYSTEM OF COMPRESSING NEURAL NETWORK MODELS BASED ON MULTI CRITERIA-BASED FILTER REDUNDANCY DETECTION Non-Final OA L&T TECHNOLOGY SERVICES LIMITED
17436281 METHOD AND SYSTEM FOR ASSISTING A DEVELOPER IN IMPROVING AN ACCURACY OF A CLASSIFIER Non-Final OA Telepathy Labs, Inc.
18196412 Hybrid Fixed/Flexible Neural Network Architecture Non-Final OA PolyN Technology Limited
17744565 Systems and Methods for Human Activity Recognition Using Analog Neuromorphic Computing Hardware Non-Final OA PolyN Technology Limited
17829142 HYBRID MACHINE LEARNING ARCHITECTURE AND ASSOCIATED METHODS Final Rejection THALES NEDERLAND B.V.
18264427 Neuromorphic circuit and associated training method Non-Final OA UNIVERSITE PARIS-SACLAY
18302671 SYSTEMS AND METHODS OF DETERMINING DYNAMIC TIMERS USING MACHINE LEARNING Non-Final OA NASDAQ, INC.
18211522 SYSTEM AND METHOD OF GENERATING BOUNDING POLYGONS Non-Final OA Plainsight Technologies Inc.
17978578 INTERACTIVE SWARMING Non-Final OA Raise Marketplace, LLC
18328631 NEURAL NETWORKS PROCESSING UNITS ACTIVATION SPARSITY REMOVAL Non-Final OA NEURONIX AI LABS INC.
18194564 KNOWLEDGE BASED ARTIFICIAL INTELLIGENCE ARCHITECTURE FOR INDUSTRIAL SYSTEMS Non-Final OA Aitomatic, Inc.
17780989 MACHINE LEARNING PERFORMANCE MONITORING AND ANALYTICS Non-Final OA Mona Labs Inc.

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