Prosecution Insights
Last updated: August 17, 2026

Examiner: TRAN, DAVID HOANG

Tech Center 2400 • Art Units: 2100 2121 2147 2483

This examiner grants 21% of resolved cases

Performance Statistics

21.1%
Allow Rate
-36.9% vs TC avg
57
Total Applications
+14.1%
Interview Lift
1634
Avg Prosecution Days
Based on 19 resolved cases, 2023–2026

Rejection Statute Breakdown

29.4%
§101 Eligibility
8.5%
§102 Novelty
48.3%
§103 Obviousness
12.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18486247 METHODS FOR TRAINING AND DEPLOYING AN ARTIFICIAL INTELLIGENCE MODEL FOR USE WITH PREDICTING A TASK OUTPUT Non-Final OA Toyota Research Institute, Inc.
18551847 Machine Learning Model for Detecting Out-Of-Distribution Inputs Non-Final OA Google LLC
17360459 Neural Network System and Data Processing Technology Non-Final OA Huawei Technologies Co., Ltd.
18431458 METHODS AND APPARATUS FOR DISCRIMINATIVE SEMANTIC TRANSFER AND PHYSICS-INSPIRED OPTIMIZATION OF FEATURES IN DEEP LEARNING Non-Final OA Intel Corporation
17476001 FEATURE SELECTION USING FEATURE-RANKING BASED OPTIMIZATION MODELS Final Rejection PayPal, Inc.
18446199 METHOD, APPARATUS AND COMPUTER PROGRAM Non-Final OA Nokia Technologies Oy
18174625 NON-TRANSITORY RECORDING MEDIUM, INFORMATION PROCESSING DEVICE AND INFORMATION PROCESSING METHOD Non-Final OA Fujitsu Limited
17448575 SYSTEMS AND METHODS FOR DETERMINING CAUSE OF PERFORMANCE CHANGE USING MACHINE LEARNING TECHNIQUES Final Rejection Fidelity Information Services, LLC
17505384 IMAGE GENERATION USING ONE OR MORE NEURAL NETWORKS Final Rejection Nvidia Corporation
17491341 OPTIMIZING CONCURRENT ARTIFICIAL INTELLIGENCE PROCESSING USING DERIVED NEURAL NETWORKS Final Rejection NVIDIA Corporation
17374664 NEURAL NETWORK EVALUATION Non-Final OA NVIDIA Corporation
17211681 TRAINING A LATENT-VARIABLE GENERATIVE MODEL WITH A NOISE CONTRASTIVE PRIOR Non-Final OA NVIDIA CORPORATION
16928888 INTENT-BASED COMMAND RECOMMENDATION GENERATION IN AN ANALYTICS SYSTEM Final Rejection ADOBE INC.
18060104 SYSTEM AND METHOD FOR MANAGING INFERENCE MODELS BASED ON INFERENCE GENERATION FREQUENCIES Non-Final OA Dell Products L.P.
17568209 TRANSFER LEARNING THROUGH COMPOSITE MODEL SLICING Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17548182 COMPUTER OPTIMIZATION OF TASK PERFORMANCE THROUGH DYNAMIC SENSING Non-Final OA International Business Machines Corporation
17357082 DYNAMIC CONTAINER CREATION BASED ON IDENTIFIED CONTEXTUAL NEED Non-Final OA International Business Machines Corporation
17121763 CLASSIFICATION DEVICE AND CLASSIFICATION METHOD BASED ON NEURAL NETWORK Final Rejection Industrial Technology Research Institute

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