Prosecution Insights
Last updated: April 19, 2026

Examiner: TRIEU, EM N

Tech Center 2100 • Art Units: 2126 2128

This examiner grants 48% of resolved cases

Performance Statistics

47.6%
Allow Rate
-7.4% vs TC avg
92
Total Applications
+5.0%
Interview Lift
1420
Avg Prosecution Days
Based on 63 resolved cases, 2023–2026

Rejection Statute Breakdown

29.1%
§101 Eligibility
6.0%
§102 Novelty
48.5%
§103 Obviousness
13.5%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17238460 METHOD AND DEVICE FOR SEARCHING NEW MATERIAL Final Rejection SAMSUNG ELECTRONICS CO., LTD.
18443725 HYBRID MACHINE LEARNING SYSTEM FOR EFFICIENT OPERATION REVIEW WITH ANOMALY DETECTION, ADAPTIVE CONFIDENCE SCORING, AND MULTI-LAYERED CONTEXTUAL RISK SCORING Non-Final OA Citibank, N.A.
18501846 CONTROL OF HYPERPARAMETER TUNING BASED ON MACHINE LEARNING Non-Final OA Capital One Services, LLC
17173970 CONTROL OF HYPERPARAMETER TUNING BASED ON MACHINE LEARNING Final Rejection Capital One Services, LLC
17344788 OBTAINING SUBSTRATE METROLOGY MEASUREMENT VALUES USING MACHINE LEARNING Final Rejection APPLIED MATERIALS, INC.
17450670 ENHANCED MACHINE LEARNING PIPELINES WITH MULTIPLE OBJECTIVES AND TRADEOFFS Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17037816 ENTITY INFORMATION ENRICHMENT FOR COMPANY DETERMINATIONS Non-Final OA International Business Machines Corporation
17073525 Cognitive Error Recommendation Based on Log Data Non-Final OA Oracle International Corporation
18068751 NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM FOR STORING TRAINING DATA GENERATION PROGRAM, DEVICE, AND METHOD Non-Final OA FUJITSU LIMITED
17578222 TRAINING AND IMPLEMENTING MACHINE-LEARNING MODELS UTILIZING MODEL CONTAINER WORKFLOWS Final Rejection Chime Financial, Inc.
18101579 SYSTEM FOR PROBABILISTIC MODELING AND MULTI-LAYER MODELING FOR DIGITAL TWINS Non-Final OA Accenture Global Solutions Limited
17753723 EFFICIENT COMPUTATIONAL INFERENCE Non-Final OA SECONDMIND LIMITED
18656223 APPARATUS AND METHOD FOR PROVIDING BENCHMARK PREDICTION RESULT OF ARTIFICIAL INTELLIGENCE BASED MODEL Final Rejection NOTA, INC.
17751378 SYSTEM AND METHOD FOR USING MACHINE LEARNING MODELS WITH SENSORS TO INTERPRET AND STIMULATE NEURAL PHYSIOLOGY Non-Final OA ADAPTIVE NEURO, LLC

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