Prosecution Insights
Last updated: May 29, 2026

Examiner: PATEL, LOKESHA G

Tech Center 2100 • Art Units: 2125

This examiner grants 76% of resolved cases

Performance Statistics

76.3%
Allow Rate
+21.3% vs TC avg
96
Total Applications
+38.5%
Interview Lift
1562
Avg Prosecution Days
Based on 76 resolved cases, 2023–2026

Rejection Statute Breakdown

19.0%
§101 Eligibility
7.9%
§102 Novelty
63.6%
§103 Obviousness
6.3%
§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.
18036954 System and Method for Transforming a Trained Artificial Intelligence Model Into a Trustworthy Artificial Intelligence Model Non-Final OA Siemens Aktiengesellschaft
18104021 SYSTEMS AND METHODS FOR HYBRID OPTIMIZATION TRAINING OF MULTINOMIAL LOGIT MODELS Non-Final OA Walmart Apollo, LLC
17378844 AUTONOMIC DETECTION AND CORRECTION OF ARTIFICIAL INTELLIGENCE MODEL DRIFT Non-Final OA DELL PRODUCTS L.P.
18269734 TRAINING OF A MACHINE LEARNING MODEL Non-Final OA Telefonaktiebolaget LM Ericsson (publ)
17701650 KNOWLEDGE TRANSFER IN COLLABORATIVE LEARNING Final Rejection Microsoft Technology Licensing, LLC
17111470 SIDELINK-ASSISTED UPDATE AGGREGATION IN FEDERATED LEARNING Non-Final OA QUALCOMM Incorporated
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

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