Prosecution Insights
Last updated: August 17, 2026

Examiner: MOUNDI, ISHAN NMN

Tech Center 2100 • Art Units: 2125 2126 2141

This examiner grants 28% of resolved cases

Performance Statistics

28.0%
Allow Rate
-27.0% vs TC avg
59
Total Applications
+70.0%
Interview Lift
1456
Avg Prosecution Days
Based on 25 resolved cases, 2023–2026

Rejection Statute Breakdown

32.8%
§101 Eligibility
10.1%
§102 Novelty
47.6%
§103 Obviousness
9.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18301413 MODEL FEATURE ANALYSIS AND CLUSTERING TOOLS FOR REFINING OUTPUTS OF MACHINE LEARNING MODELS Final Rejection The Toronto-Dominion Bank
17744150 DATA PROCESSING APPARATUS AND METHOD FOR DEEP LEARNING INFERENCE FRAMEWORK Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
17738931 SYSTEM AND METHOD FOR TRAINING A NEURAL NETWORK UNDER PERFORMANCE AND HARDWARE CONSTRAINTS Final Rejection Samsung Electronics Co., Ltd.
17691843 RECOMMENDATION MODEL TRAINING METHOD, SELECTION PROBABILITY PREDICTION METHOD, AND APPARATUS Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
18319259 EFFICIENT TRANSFORMER WITH SERIAL COMPOSITION OF MULTI-SCALE MULTI-RANGE ATTENTIONS Final Rejection QUALCOMM Incorporated
17855351 MODEL PERFORMANCE LINTER Non-Final OA QUALCOMM Incorporated
17725429 RESOURCE PUSHING METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM Non-Final OA Tencent Technology (Shenzhen) Company Limited
18057599 GRAPH-BASED EVENT-DRIVEN DEEP LEARNING FOR ENTITY CLASSIFICATION Non-Final OA PAYPAL, INC.
18612275 PROCESS FOR CONTROLLING CONTINUOUSLY LEARNING MODELS Non-Final OA GE Precision Healthcare LLC
18017163 METHOD FOR AUTOMATED DETERMINATION OF A MODEL COMPRESSION TECHNIQUE FOR COMPRESSION OF AN ARTIFICIAL INTELLIGENCE-BASED MODEL Final Rejection Siemens Aktiengesellschaft
17416017 HARDWARE ACCELERATOR EXTENSION TO TRANSFER LEARNING - EXTENDING/FINISHING TRAINING TO THE EDGE Non-Final OA Siemens Aktiengesellschaft
18664993 INFORMATION PROCESSING PROGRAM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING APPARATUS Non-Final OA Fujitsu Limited
18060874 TRAINING OF PREDICTION NETWORK FOR AUTOMATIC CORRELATION OF INFORMATION Non-Final OA Salesforce, Inc.
18617845 ASSISTED PARTIAL TIMING SUPPORT ARTIFICIAL INTELLIGENCE Non-Final OA CIENA CORPORATION
18435211 SYSTEM FOR UNLEARNING DATA WITHIN MACHINE LEARNING-BASED VIRTUAL ASSISTANTS Non-Final OA BANK OF AMERICA CORPORATION
18158920 ADAPTIVE LOOKAHEAD FOR PLANNING AND LEARNING Final Rejection NVIDIA Corporation
18394331 ADAPTIVE DECISION REQUESTING FOR MACHINE LEARNING-BASED SYSTEMS Non-Final OA ATI Technologies ULC

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