Prosecution Insights
Last updated: August 18, 2026

Examiner: THAI, JASMINE THANH

Tech Center 2100 • Art Units: 2124 2129

This examiner grants 31% of resolved cases

Performance Statistics

31.0%
Allow Rate
-24.0% vs TC avg
58
Total Applications
+59.5%
Interview Lift
1423
Avg Prosecution Days
Based on 29 resolved cases, 2023–2026

Rejection Statute Breakdown

20.2%
§101 Eligibility
15.8%
§102 Novelty
41.9%
§103 Obviousness
21.4%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17542178 INTERACTIVE DIGITAL DASHBOARDS FOR TRAINED MACHINE LEARNING OR ARTIFICIAL INTELLIGENCE PROCESSES Non-Final OA The Toronto-Dominion Bank
17394780 MORE FLEXIBLE ITERATIVE OPERATION OF ARTIFICIAL NEURAL NETWORKS Final Rejection Robert Bosch GmbH
17827448 SELF-SUPERVISED CONTRASTIVE LEARNING USING RANDOM FEATURE CORRUPTION Final Rejection Google LLC
17966985 REINFORCEMENT LEARNING METHOD AND APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18363087 MODELING OPERATIONAL BOUNDS OF LARGE LANGUAGE MODELS FOR THE MEDICAL DOMAIN Non-Final OA Siemens Healthineers AG
18506017 SYSTEMS AND METHODS FOR GENERIC FEATURE SUPPRESSION AND MINIMAL UTILITY PRESENTATION FROM MULTI-ATTRIBUTE DATA Non-Final OA JPMORGAN CHASE BANK, N.A.
18478833 DEEP LEARNING MODEL BASED DATA GENERATION Final Rejection BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD.
18077471 TRAINING METHOD AND APPARATUS FOR NEURAL NETWORK MODEL, DEVICE AND STORAGE MEDIUM Non-Final OA Beijing Baidu Netcom Science Technology Co., Ltd.
17574208 VIBRATION DATA ANALYSIS WITH FUNCTIONAL NEURAL NETWORK FOR PREDICTIVE MAINTENANCE Non-Final OA Hitachi, Ltd.
17500721 Classification Evaluation and Improvement in Machine Learning Models Final Rejection ServiceNow, Inc.
17943958 SYSTEM AND METHOD FOR ENFORCING MONOTONICITY IN A NEURAL NETWORK ARCHITECTURE Final Rejection ROYAL BANK OF CANADA
17707847 MACHINE LEARNING PIPELINE AUGMENTED WITH EXPLANATION Non-Final OA FUJITSU LIMITED
17453259 DATABASE INTEGRATION OPERATIONS USING ATTENTION-BASED ENCODER-DECODER MACHINE LEARNING MODELS Non-Final OA Optum, Inc.
17362114 AUTOMATED HYPERPARAMETER TUNING IN MACHINE LEARNING ALGORITHMS Non-Final OA Dell Products L.P.
17664660 COMPUTING METHOD AND COMPUTING SYSTEM FOR TRANSFORMER MODEL Non-Final OA HTC Corporation
17478901 Method and Apparatus for Offloading Tasks to Accelerator for Enhancing System Performance Using Configurable Devices Final Rejection GOWIN Semiconductor Corporation

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