Prosecution Insights
Last updated: April 19, 2026

Examiner: PATEL, LOKESHA G

Tech Center 2100 • Art Units: 2125

This examiner grants 76% of resolved cases

Performance Statistics

75.7%
Allow Rate
+20.7% vs TC avg
94
Total Applications
+38.0%
Interview Lift
1626
Avg Prosecution Days
Based on 74 resolved cases, 2023–2026

Rejection Statute Breakdown

29.5%
§101 Eligibility
8.0%
§102 Novelty
35.3%
§103 Obviousness
18.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18142170 ELECTRONIC DEVICE FOR PERFORMING CONVOLUTION CALCULATION AND OPERATION METHOD THEREFOR Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
18104021 SYSTEMS AND METHODS FOR HYBRID OPTIMIZATION TRAINING OF MULTINOMIAL LOGIT MODELS Non-Final OA Walmart Apollo, LLC
18160662 SEMANTIC SEGMENTATION USING A TARGETED TOTAL VARIATION LOSS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
17701650 KNOWLEDGE TRANSFER IN COLLABORATIVE LEARNING Final Rejection Microsoft Technology Licensing, LLC
17543596 MULTI-AGENT AUTONOMOUS INSTRUCTION GENERATION FOR MANUFACTURING Final Rejection The Boeing Company
18036954 System and Method for Transforming a Trained Artificial Intelligence Model Into a Trustworthy Artificial Intelligence Model Non-Final OA Siemens Aktiengesellschaft
17504282 DEEP NEURAL NETWORK OPTIMIZATION SYSTEM FOR MACHINE LEARNING MODEL SCALING Final Rejection Intel Corporation
17378844 AUTONOMIC DETECTION AND CORRECTION OF ARTIFICIAL INTELLIGENCE MODEL DRIFT Non-Final OA DELL PRODUCTS L.P.
17676692 Intelligent Detection System of Effluent Total Nitrogen based on Fuzzy Transfer Learning Algorithm Final Rejection BEIJING UNIVERSITY OF TECHNOLOGY
17592196 SYSTEM AND METHOD FOR HETEROGENEOUS MULTI-TASK LEARNING WITH EXPERT DIVERSITY Final Rejection ROYAL BANK OF CANADA
17503636 Interpretable Neural Networks for Nonlinear Control Final Rejection Infineon Technologies Austria AG
18066530 Data Processing in a Machine Learning Computer Non-Final OA Graphcore Limited

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