Prosecution Insights
Last updated: April 19, 2026

Examiner: CHUANG, SU-TING

Tech Center 2600 • Art Units: 2122 2125 2146 2625

This examiner grants 52% of resolved cases

Performance Statistics

51.5%
Allow Rate
-10.5% vs TC avg
129
Total Applications
+39.7%
Interview Lift
1630
Avg Prosecution Days
Based on 101 resolved cases, 2023–2026

Rejection Statute Breakdown

27.4%
§101 Eligibility
10.8%
§102 Novelty
46.3%
§103 Obviousness
11.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17496474 ELECTRONIC DEVICE AND CONTROL METHOD THEREOF Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
18103559 DEEP LEARNING ENTITY MATCHING SYSTEM USING WEAK SUPERVISION Non-Final OA Walmart Apollo, LLC
18325696 SCATTERING VISION TRANSFORMER Non-Final OA Microsoft Technology Licensing, LLC
18318436 SPARSE ENCODING AND DECODING AT MIXTURE-OF-EXPERTS LAYER Non-Final OA Microsoft Technology Licensing, LLC
17688538 REMOTE AGENT IMPLEMENTATION OF REINFORCEMENT LEARNING POLICIES Final Rejection Microsoft Technology Licensing, LLC
17944892 Automated thresholding of binary classification ML models Non-Final OA Google LLC
17751625 COMBINING MATH-PROGRAMMING AND REINFORCEMENT LEARNING FOR PROBLEMS WITH KNOWN TRANSITION DYNAMICS Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17625946 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO IMPROVE JOB SCHEDULING EFFICIENCY Final Rejection Intel Corporation
18178768 ONTOLOGY-BASED FRAMEWORK FOR INTERPRETABLE FEATURE ENGINEERING Non-Final OA SAP SE
17801779 CLUSTERING DEVICE, CLUSTERING METHOD, AND CLUSTERING PROGRAM Non-Final OA Nippon Telegraph and Telephone Corporation
18243348 NEURAL NETWORK PROMPT TUNING Non-Final OA NVIDIA Corporation
17190724 SELECTING A NEURAL NETWORK BASED ON AN AMOUNT OF MEMORY Final Rejection NVIDIA Corporation
17613398 NEURAL NETWORK-BASED MEMORY SYSTEM WITH VARIABLE RECIRCULATION OF QUERIES USING MEMORY CONTENT Final Rejection DeepMind Technologies Limited
18255474 SYSTEM AND METHOD FOR CONTROLLING MACHINE LEARNING-BASED VEHICLES Non-Final OA RENAULT S.A.S
15360485 SYSTEM AND METHOD FOR MODIFYING A KNOWLEDGE REPRESENTATION BASED ON A MACHINE LEARNING CLASSIFIER Non-Final OA Primal Fusion Inc.
17225095 SYSTEM AND METHOD OF OUTLIER DETECTION AND NON-TRANSITORY COMPUTER READABLE MEDIUM Final Rejection National Yang Ming Chiao Tung University
18142591 MACHINE LEARNING INTELLIGENT DISPATCHING SYSTEM AND INTELLIGENT DISPATCHING METHOD THROUGH MACHINE LEARNING Non-Final OA United Semiconductor (Xiamen) Co., Ltd.
18327707 GENERALIZED EVOLUTIONARY TRAINING FRAMEWORKS FOR DEEP NEURAL NETWORKS Non-Final OA Apollo Autonomous Driving USA LLC
18129523 SEARCH METHOD AND APPARATUS Non-Final OA BEIJING SOGOU TECHNOLOGY DEVELOPMENT CO., LTD.
17270810 DEEP LEARNING-BASED COREGISTRATION Non-Final OA ARTERYS INC.

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