Prosecution Insights
Last updated: April 19, 2026

Examiner: TRAN, AMY NMN

Tech Center 2100 • Art Units: 2126

This examiner grants 36% of resolved cases

Performance Statistics

35.7%
Allow Rate
-19.3% vs TC avg
52
Total Applications
+47.9%
Interview Lift
1910
Avg Prosecution Days
Based on 28 resolved cases, 2023–2026

Rejection Statute Breakdown

32.5%
§101 Eligibility
6.0%
§102 Novelty
44.2%
§103 Obviousness
15.6%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17293980 DEEP NEURAL NETWORK WITH COMPOSITIONAL GRAMMATICAL ARCHITECTURES Non-Final OA NORTH CAROLINA STATE UNIVERSITY
18394615 Systems and Methods for Model Training Based on Feature Fusion of Multiple Data Types Non-Final OA GOOGLE LLC
17297839 SYSTEMS AND METHODS FOR MODEL TRAINING BASED ON FEATURE FUSION OF MULTIPLE DATA TYPES Non-Final OA GOOGLE LLC
17318513 PREDICTION MODEL CONVERSION METHOD AND PREDICTION MODEL CONVERSION SYSTEM Final Rejection Panasonic Intellectual Property Corporation of America
17350034 FEATURE SELECTION USING TESTING DATA Non-Final OA International Business Machines Corporation
17210150 ANALYZING MACHINE LEARNING CURVES OF SOFTWARE ROBOTS Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17658843 DEVICE AND IN PARTICULAR COMPUTER-IMPLEMENTED METHOD FOR VERIFICATION Non-Final OA Robert Bosch GmbH
17240578 ARTIFICIAL NEURAL NETWORK RETRAINING IN MEMORY Final Rejection Micron Technology, Inc.
18790920 DETERMINING BIAS-CAUSING FEATURES OF A MACHINE LEARNING MODEL Non-Final OA Snowflake Inc.
17342486 MULTI-RESOLUTION NEURAL NETWORK ARCHITECTURE SEARCH SPACE FOR DENSE PREDICTION TASKS Non-Final OA Lemon Inc.
18295665 RECOMMENDING BACKGROUNDS BASED ON USER INTENT Non-Final OA Adobe Inc.
17268546 CLASSIFIER EVALUATION DEVICE, CLASSIFIER EVALUATION METHOD, AND NON-TRANSITORY COMPUTER READABLE RECORDING MEDIUM Non-Final OA NTT, INC.
17083093 SYSTEM AND METHOD FOR DEEP CUSTOMIZED NEURAL NETWORKS FOR TIME SERIES FORECASTING Non-Final OA YAHOO ASSETS LLC
17328779 SYSTEMS AND METHODS FOR HIERARCHICAL MULTI-LABEL CONTRASTIVE LEARNING Non-Final OA salesforce.com, inc.
17147142 METHODS AND APPARATUSES FOR OPTIMAL DECISION WITH QUANTUM DEVICE Final Rejection MULTIVERSE COMPUTING S.L.
17400797 DATA-ADAPTIVE INSIGHT AND ACTION PLATFORM FOR HIGHER EDUCATION Non-Final OA Civitas Learning, Inc.
15885777 SYSTEM FOR PREDICTING AND MITIGATING ORGANIZATION DISRUPTION BASED ON FILE ACCESS PATTERNS Final Rejection Jungle Disk, L.L.C.

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