Prosecution Insights
Last updated: April 19, 2026

Examiner: MOUNDI, ISHAN NMN

Tech Center 2100 • Art Units: 2126 2141

This examiner grants 12% of resolved cases

Performance Statistics

12.5%
Allow Rate
-42.5% vs TC avg
57
Total Applications
+33.3%
Interview Lift
1651
Avg Prosecution Days
Based on 16 resolved cases, 2023–2026

Rejection Statute Breakdown

37.7%
§101 Eligibility
9.7%
§102 Novelty
45.0%
§103 Obviousness
7.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17738931 SYSTEM AND METHOD FOR TRAINING A NEURAL NETWORK UNDER PERFORMANCE AND HARDWARE CONSTRAINTS Non-Final OA Samsung Electronics Co., Ltd.
18966543 TECHNIQUES FOR GENERATING SYNTHETIC DATA Non-Final OA SAS Institute Inc.
17979817 GRAPH LEARNING ATTENTION MECHANISM Final Rejection International Business Machines Corporation
17469852 GENERATING EXPLANATIONS FOR AN AGGREGATED ASSISTANT'S ACTIONS Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
18157535 DEVICE AND COMPUTER-IMPLEMENTED METHOD FOR OPERATING A MACHINE Non-Final OA Robert Bosch GmbH
17979054 NEURAL NETWORK FEATURE EXTRACTOR FOR ACTOR-CRITIC REINFORCEMENT LEARNING MODELS Final Rejection Robert Bosch GmbH
18301413 MODEL FEATURE ANALYSIS AND CLUSTERING TOOLS FOR REFINING OUTPUTS OF MACHINE LEARNING MODELS Non-Final OA The Toronto-Dominion Bank
18319259 EFFICIENT TRANSFORMER WITH SERIAL COMPOSITION OF MULTI-SCALE MULTI-RANGE ATTENTIONS Non-Final OA QUALCOMM Incorporated
17985788 DIVERSIFYING RECOMMENDATIONS BY IMPROVING EMBEDDING GENERATION OF A GRAPH NEURAL NETWORK MODEL Final Rejection Lemon Inc.
17495489 Trust-Region Method with Deep Reinforcement Learning in Analog Design Space Exploration Final Rejection MediaTek Inc.
17852964 NUMBER FORMAT SELECTION FOR BIDIRECTIONAL RECURRENT NEURAL NETWORKS Final Rejection Imagination Technologies Limited
17928644 LEARNING METHOD, LEARNING APPARATUS AND PROGRAM Final Rejection NTT, Inc.
17854352 AI-AUGMENTED AUDITING PLATFORM INCLUDING TECHNIQUES FOR PROVIDING AI-EXPLAINABILITY FOR PROCESSING DATA THROUGH MULTIPLE LAYERS Non-Final OA PricewaterhouseCoopers LLP
18222205 MULTICOLOR TUNABLE RESERVOIR COMPUTING METHOD AND SYSTEM Non-Final OA HUAWEI TECHNOLOGIES CANADA CO., LTD.
17820547 GENERATING DISRUPTIVE PATTERN MATERIALS Non-Final OA Noodle Technology Inc.
17577029 PATENT ASSESSMENT METHOD BASED ON ARTIFICIAL INTELLIGENCE Final Rejection ANYFIVE.CO.LTD

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