Prosecution Insights
Last updated: August 17, 2026

Examiner: GONZALES, VINCENT

Tech Center 4100 • Art Units: 2122 2124 2129 2148 4100

This examiner grants 78% of resolved cases

Performance Statistics

78.4%
Allow Rate
+18.4% vs TC avg
556
Total Applications
+11.3%
Interview Lift
1251
Avg Prosecution Days
Based on 533 resolved cases, 2023–2026

Rejection Statute Breakdown

21.1%
§101 Eligibility
13.8%
§102 Novelty
41.6%
§103 Obviousness
14.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18085074 SYSTEMS AND METHODS FOR ADAPTING PREDICTION MODELS BY COMPRESSING ENCODED DATA Non-Final OA Toyota Research Institute, Inc.
19359142 ATTENTION NEURAL NETWORKS WITH PARTIAL POSITION ENCODING Final Rejection GDM Holding LLC
18488137 SYSTEMS AND METHODS FOR MODEL PERFORMANCE VALIDATION FOR CLASSIFICATION MODELS BASED ON DYNAMICALLY GENERATED INPUTS Non-Final OA Capital One Services, LLC
18323930 APPLICATION PROGRAMMING INTERFACE SIMULATION SYSTEM AND METHOD Final Rejection Capital One Services, LLC
18101279 GENERATION AND DEPLOYMENT OF CONTEXT-SPECIFIC MACHINE LEARNING MODELS Final Rejection Microsoft Technology Licensing, LLC
18467096 APPARATUS, METHOD, AND COMPUTER PROGRAM FOR TRANSFER LEARNING Non-Final OA Nokia Technologies Oy
18076711 DATA PROCESSING METHOD AND APPARATUS, ELECTRONIC DEVICE, AND STORAGE MEDIUM Non-Final OA Beijing Baidu Netcom Science Technology Co., Ltd.
17807871 GROUPED AGGREGATION IN FEDERATED LEARNING Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18411052 DEVICE AND METHOD FOR AI NEURAL NETWORK SPEED ENHANCEMENT BY IMPLEMENTING NEURAL NETWORK ARCHITECTURE WITH PARTIAL CONVOLUTION Non-Final OA The Hong Kong University of Science and Technology
18119707 ENHANCED APPROACH FOR INDUSTRIAL PLANT EQUIPMENT IDENTIFICATION AND MEASUREMENT READING Final Rejection Yokogawa Electric Corporation
18156321 SYSTEMS AND TECHNIQUES FOR MEASURING MODEL SENSITIVITY AND FEATURE IMPORTANCE OF MACHINE LEARNING MODELS Non-Final OA GM Cruise Holdings LLC

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