Prosecution Insights
Last updated: August 17, 2026

Examiner: TRIEU, EM N

Tech Center 2100 • Art Units: 1686 2126 2128 2141

This examiner grants 46% of resolved cases

Performance Statistics

46.5%
Allow Rate
-8.5% vs TC avg
98
Total Applications
+10.7%
Interview Lift
1651
Avg Prosecution Days
Based on 71 resolved cases, 2023–2026

Rejection Statute Breakdown

31.1%
§101 Eligibility
6.4%
§102 Novelty
51.5%
§103 Obviousness
9.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18365271 METHOD AND APPARATUS WITH NEURAL NETWORK EXECUTION Non-Final OA Samsung Electronics Co., Ltd.
18105723 SYSTEMS AND METHODS FOR MATRIX OPERATION SELECTOR BASED ON MACHINE LEARNING Final Rejection Samsung Electronics Co., Ltd.
18009178 TRANSFER MACHINE LEARNING FOR ATTRIBUTE PREDICTION Non-Final OA Google LLC
18573527 UNSUPERVISED MODEL DRIFT ESTIMATION SYSTEM FOR DATASET SHIFT DETECTION AND MODEL SELECTION Non-Final OA Intel Corporation
17073525 Cognitive Error Recommendation Based on Log Data Final Rejection Oracle International Corporation
18068751 NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM FOR STORING TRAINING DATA GENERATION PROGRAM, DEVICE, AND METHOD Non-Final OA FUJITSU LIMITED
17348492 SUPERVISED SIMILARITY LEARNING FOR COVARIATE MATCHING AND TREATMENT EFFECT ESTIMATION VIA SELF-ORGANIZING MAPS Non-Final OA RENSSELAER POLYTECHNIC INSTITUTE
17335992 DEVICE AND/OR METHOD FOR APPROXIMATE CAUSALITY-PRESERVING TIME SERIES MIXING FOR ADAPTIVE SYSTEM TRAINING Final Rejection Arm Limited
17450670 ENHANCED MACHINE LEARNING PIPELINES WITH MULTIPLE OBJECTIVES AND TRADEOFFS Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18101579 SYSTEM FOR PROBABILISTIC MODELING AND MULTI-LAYER MODELING FOR DIGITAL TWINS Final Rejection Accenture Global Solutions Limited
17873116 LEARNING DEVICE, LEARNING METHOD, RECORDING MEDIUM HAVING RECORDED THEREON LEARNING PROGRAM, AND CONTROL DEVICE Final Rejection Yokogawa Electric Corporation

Facing This Examiner?

IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.

Build Your Strategy

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month