Prosecution Insights
Last updated: April 19, 2026

Examiner: MAHARAJ, DEVIKA S

Tech Center 2100 • Art Units: 2123

This examiner grants 55% of resolved cases

Performance Statistics

55.1%
Allow Rate
At TC average
106
Total Applications
+7.7%
Interview Lift
1839
Avg Prosecution Days
Based on 78 resolved cases, 2023–2026

Rejection Statute Breakdown

27.4%
§101 Eligibility
10.1%
§102 Novelty
42.8%
§103 Obviousness
16.6%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18228153 COMPUTER IMPLEMENTED METHOD FOR TRANSFORMING A PRE TRAINED NEURAL NETWORK AND A DEVICE THEREFOR Non-Final OA Katholieke Universiteit Leuven
18147297 NEURAL NETWORK DISTILLATION METHOD AND APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
17523553 REINFORCEMENT LEARNING WITH INDUCTIVE LOGIC PROGRAMMING Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17936254 DEVICE AND METHOD FOR GENERATING NETWORK USING COMPLEX NETWORK PROPERTIES Final Rejection ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
17992334 MACHINE LEARNING MODEL TRAINING WITH PRIVACY AND EXPLAINABILITY Final Rejection SAP SE
18324115 EXPLORATORY OFFLINE GENERATIVE ONLINE MACHINE LEARNING Non-Final OA Fujitsu Limited
18136709 Implementing Traditional Computer Vision Algorithms as Neural Networks Non-Final OA Imagination Technologies Limited
18878007 AUTOMATIC REFINEMENT OF ELECTROGRAM SELECTION Final Rejection c/o Vektor Medical, Inc.
17664961 PREDICTING WELL PERFORMANCE USING NEURAL NETWORKS Non-Final OA ARAMCO SERVICES COMPANY
18306103 MULTI-STAGE MACHINE-LEARNING TECHNIQUES FOR RISK ASSESSMENT Non-Final OA EQUIFAX INC.
18207829 TRAINING MODELS FOR PREDICTION AND MONITORING USING INTERNET OF THINGS DATA COLLECTION Final Rejection STRONG FORCE TX PORTFOLIO 2018, LLC
18120895 TECHNOLOGIES FOR USING MACHINE LEARNING MODELS TO ASSESS TIME SERIES DATA Final Rejection MCKINSEY & COMPANY, INC.
18136285 MACHINE LEARNING TECHNIQUES FOR INFERRING TRANSIT TIMES AND MODES FOR SHIPMENTS Non-Final OA PROJECT44, LLC
18045765 SYSTEMS AND METHODS FOR GENERATING PREDICITIVE AND OPTIMIZED NEURAL NETWORKS Non-Final OA ARTIFICIALLY INTELLIGENT LLC
17210050 DIGITAL-ANALOG HYBRID SYSTEM ARCHITECTURE FOR NEURAL NETWORK ACCELERATION Non-Final OA MENTIUM TECHNOLOGIES INC.

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