Prosecution Insights
Last updated: August 18, 2026

Examiner: HOANG, MICHAEL H

Tech Center 4100 • Art Units: 2122 2126 2159 2858 4100

This examiner grants 54% of resolved cases

Performance Statistics

53.7%
Allow Rate
-6.3% vs TC avg
172
Total Applications
+23.9%
Interview Lift
1613
Avg Prosecution Days
Based on 149 resolved cases, 2023–2026

Rejection Statute Breakdown

28.7%
§101 Eligibility
10.5%
§102 Novelty
45.5%
§103 Obviousness
12.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18456226 System and Techniques for Event Prediction from Observed Event Sequences Non-Final OA Robert Bosch GmbH
18412975 EFFICIENT MACHINE LEARNING MODEL ARCHITECTURE SELECTION Non-Final OA Google LLC
18663200 PRIVACY PRESERVING TABULAR LARGE LANGUAGE MODEL Non-Final OA Beijing Zitiao Network Technology Co., Ltd.
18421416 SYSTEMS AND METHODS FOR MODEL SELECTION USING HYPERPARAMETER OPTIMIZATION COMBINED WITH FEATURE SELECTION Non-Final OA Capital One Services, LLC
18608563 CONVERSION OF NEURAL NETWORKS BETWEEN DIFFERENT MEMORY LAYOUTS Non-Final OA QUALCOMM Incorporated
18255391 ACCELERATED SCALE-OUT PERFORMANCE OF DEEP LEARNING TRAINING WORKLOAD WITH EMBEDDING TABLES Non-Final OA Intel Corporation
17858570 SYSTEM AND METHOD FOR QUANTUM SAMPLING FROM A PROBABILITY DISTRIBUTION Non-Final OA President and Fellows of Harvard College
18604157 CLASSIFIER LEARNING SYSTEM AND CLASSIFIER GENERATION SYSTEM INCLUDING THE SAME Non-Final OA ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
18620668 Systems And Methods For Providing Content Recommendations Non-Final OA Comcast Cable Communications, LLC
17760311 ADAPTING MODELS FOR ARTIFICIAL INTELLIGENCE Final Rejection Nokia Technologies OY
18191700 NEURAL NETWORK LAYER OPTIMIZATION Final Rejection TEXAS INSTRUMENTS INCORPORATED
18420751 APPLICATION PROGRAMMING INTERFACE TO IDENTFY NEURAL NETWORK LAYERS Non-Final OA NVIDIA Corporation
18367223 ACTIVE LEARNING WITH ANNOTATION SCORES Final Rejection NVIDIA Corporation
18057883 TIME-SERIES ANOMALY DETECTION Final Rejection Adobe Inc.
18536977 DEPLOYING A NEURAL NETWORK TO A NEW EDGE SERVER IN AN EDGE COMPUTING ENVIRONMENT Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17199918 ANALYZING AND ENABLING SHIFTS IN GROUP DYNAMICS Non-Final OA International Business Machines Corporation
18408599 MODEL DETERMINATION APPARATUS AND METHOD Non-Final OA Foxconn Technology Group Co., Ltd.
18560591 PERFORMING BANG-ANNEAL-BANG QUANTUM OPTIMIZATION Non-Final OA Government of the United States of America, as represented by the Secretary of Commerce
17564240 Device of Handling Domain-Agnostic Meta-Learning Final Rejection Moxa Inc.

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