Prosecution Insights
Last updated: May 29, 2026

Examiner: MAHARAJ, DEVIKA S

Tech Center 2100 • Art Units: 2123

This examiner grants 54% of resolved cases

Performance Statistics

53.8%
Allow Rate
-1.2% vs TC avg
108
Total Applications
+11.3%
Interview Lift
1696
Avg Prosecution Days
Based on 80 resolved cases, 2023–2026

Rejection Statute Breakdown

9.5%
§101 Eligibility
2.7%
§102 Novelty
82.3%
§103 Obviousness
5.1%
§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
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
18269528 DATA PROCESSING DEVICE, DATA PROCESSING METHOD, AND DATA PROCESSING PROGRAM Non-Final OA NTT, Inc.
18207829 TRAINING MODELS FOR PREDICTION AND MONITORING USING INTERNET OF THINGS DATA COLLECTION Final Rejection STRONG FORCE TX PORTFOLIO 2018, LLC
17817373 Low-latency Captioning System Final Rejection Mitsubishi Electric Research Laboratories, 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.
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

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