Prosecution Insights
Last updated: August 18, 2026

Examiner: TRAN, AMY NMN

Tech Center 2100 • Art Units: 2126

This examiner grants 36% of resolved cases

Performance Statistics

35.5%
Allow Rate
-19.5% vs TC avg
57
Total Applications
+44.3%
Interview Lift
1751
Avg Prosecution Days
Based on 31 resolved cases, 2023–2026

Rejection Statute Breakdown

31.7%
§101 Eligibility
5.6%
§102 Novelty
47.7%
§103 Obviousness
13.9%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17708585 ELECTRONIC DEVICE FOR PROCESSING DATA BASED ON ARTIFICIAL INTELLIGENCE MODEL AND METHOD FOR OPERATING THE SAME Final Rejection Samsung Electronics Co., Ltd.
17318513 PREDICTION MODEL CONVERSION METHOD AND PREDICTION MODEL CONVERSION SYSTEM Final Rejection Panasonic Intellectual Property Corporation of America
17658843 DEVICE AND IN PARTICULAR COMPUTER-IMPLEMENTED METHOD FOR VERIFICATION Final Rejection Robert Bosch GmbH
18394615 Systems and Methods for Model Training Based on Feature Fusion of Multiple Data Types Final Rejection GOOGLE LLC
17297839 SYSTEMS AND METHODS FOR MODEL TRAINING BASED ON FEATURE FUSION OF MULTIPLE DATA TYPES Final Rejection GOOGLE LLC
18402051 EFFICIENT EXECUTION OF MACHINE LEARNING MODELS BASED ON SPARSE DICTIONARIES Non-Final OA QUALCOMM Incorporated
18569705 SIMULATED ANNEALING DEVICE AND SIMULATED ANNEALING METHOD Non-Final OA NEC Corporation
18790920 DETERMINING BIAS-CAUSING FEATURES OF A MACHINE LEARNING MODEL Final Rejection Snowflake Inc.
17371551 SYSTEM AND METHOD FOR EVALUATING MACHINE LEARNING MODEL BEHAVIOR OVER DATA SEGMENTS Non-Final OA Snowflake Inc.
18521391 APPARATUS AND METHOD FOR EVALUATING CORRECTNESS OF AI/ML MODEL Non-Final OA ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
18565706 MEASURING A VALUE OF A PHYSICAL VARIABLE OF A TECHNICAL SYSTEM Non-Final OA Siemens Aktiengesellschaft
17328779 SYSTEMS AND METHODS FOR HIERARCHICAL MULTI-LABEL CONTRASTIVE LEARNING Final Rejection salesforce.com, inc.
18459083 SHARPNESS-AWARE MINIMIZATION FOR ROBUSTNESS IN SPARSE NEURAL NETWORKS Non-Final OA NVIDIA Corporation
17029725 TRANSFER LEARNING FOR NEURAL NETWORKS Final Rejection Nvidia Corporation
18295665 RECOMMENDING BACKGROUNDS BASED ON USER INTENT Final Rejection Adobe Inc.
18395267 REAL-TIME MACHINE LEARNING TECHNIQUES FOR PROACTIVELY GENERATING AND ACTING ON USER-SPECIFIC ACTIVITY INSIGHTS Non-Final OA Optum, Inc.
16991154 Control Platform Using Machine Learning for Remote Mobile Device Wake Up Final Rejection Allstate Insurance Company
17350034 FEATURE SELECTION USING TESTING DATA Final Rejection International Business Machines Corporation
17210150 ANALYZING MACHINE LEARNING CURVES OF SOFTWARE ROBOTS Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17207903 COGNITIVE FRAMEWORK FOR PRIVACY-DRIVEN USER DATA SHARING Non-Final OA International Business Machines Corporation
17293980 DEEP NEURAL NETWORK WITH COMPOSITIONAL GRAMMATICAL ARCHITECTURES Non-Final OA NORTH CAROLINA STATE UNIVERSITY
18281711 REINFORCEMENT LEARNING USING AN ENSEMBLE OF DISCRIMINATOR MODELS Non-Final OA DeepMind Technologies Limited
17979487 METHOD AND SYSTEM FOR KNOWLEDGE DISTILLATION TECHNIQUE IN MULTIPLE CLASS COLLABORATIVE FILTERING ENVIRONMENT Final Rejection IUCF-HYU (INDUSTRY-UNIVERSITY COOPERATION FOUNDATION HANYANG UNIVERSITY)

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