Prosecution Insights
Last updated: May 29, 2026

Examiner: MULLINAX, CLINT LEE

Tech Center 2100 • Art Units: 2123

This examiner grants 48% of resolved cases

Performance Statistics

47.6%
Allow Rate
-7.4% vs TC avg
151
Total Applications
+38.7%
Interview Lift
1679
Avg Prosecution Days
Based on 126 resolved cases, 2023–2026

Rejection Statute Breakdown

6.3%
§101 Eligibility
4.8%
§102 Novelty
85.8%
§103 Obviousness
1.9%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18158599 BOOTSTRAP METHOD FOR CROSS-COMPANY MODEL GENERALIZATION ASSESSMENT Final Rejection Dell Products L.P.
18157168 WARM UP TABLE FOR FAST REINFORCEMENT LEARNING MODEL TRAINING Final Rejection Dell Products L.P.
17311895 DATA DENOISING BASED ON MACHINE LEARNING Final Rejection Nokia Technologies Oy
18097172 INCREMENTAL CHANGE POINT DETECTION METHOD WITH DEPENDENCY CONSIDERATIONS Non-Final OA Hitachi, Ltd.
17068358 Neural Network Model, Data Processing Method, and Processing Apparatus Non-Final OA Huawei Technologies Co., Ltd.
18090418 MULTIMODAL MACHINE LEARNING FOR GENERATING THREE-DIMENSIONAL AUDIO Non-Final OA International Business Machines Corporation
17502847 SAMPLE GENERATION METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUM Final Rejection Tencent Technology (Shenzhen) Company Limited
18157608 SCALABLE TENSOR NETWORK CONTRACTION USING REINFORCEMENT LEARNING Final Rejection NVIDIA Corporation
17453055 MODEL-BASED REINFORCEMENT LEARNING FOR BEHAVIOR PREDICTION Non-Final OA NVIDIA Corporation
18196226 MICRORING-BASED PROGRAMMABLE COHERENT OPTICAL NEURAL NETWORK Non-Final OA Toyota Motor Engineering & Manufacturing North America, Inc.
18103672 AUTOMATED SYNTHETIC AUGMENTATION OF MACHINE LEARNING MODEL TRAINING DATASETS AND INPUT VARIABLES TO IMPROVE ACCURACY Non-Final OA Evicore Healthcare MSI, LLC
18003948 METHOD AND SYSTEM FOR GENERATING AN AI MODEL USING CONSTRAINED DECISION TREE ENSEMBLES Non-Final OA Australia and New Zealand Banking Group Limited

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