Prosecution Insights
Last updated: April 19, 2026

Examiner: JAYAKUMAR, CHAITANYA R

Tech Center 2100 • Art Units: 2122 2128

This examiner grants 26% of resolved cases

Performance Statistics

25.5%
Allow Rate
-29.5% vs TC avg
69
Total Applications
+22.5%
Interview Lift
1664
Avg Prosecution Days
Based on 51 resolved cases, 2023–2026

Rejection Statute Breakdown

29.1%
§101 Eligibility
8.7%
§102 Novelty
45.6%
§103 Obviousness
13.8%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18024903 Source Selection based on Diversity for Machine Learning Non-Final OA Telefonaktiebolaget LM Ericsson (publ)
18146295 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO IMPROVE DISTRIBUTED MACHINE LEARNING EFFICIENCY Non-Final OA Intel Corporation
18171080 Computer-Implemented Method and System for Predicting Future Developments of a Traffic Scene Non-Final OA Robert Bosch GmbH
17210644 Artificial Intelligence Processor Architecture For Dynamic Scaling Of Neural Network Quantization Non-Final OA QUALCOMM Incorporated
17260258 ADAPTABLE NEURAL NETWORK Non-Final OA KONINKLIJKE PHILIPS N.V.
16230620 NEURAL NETWORK PROCESSING OF RETURN PATH DATA TO ESTIMATE HOUSEHOLD DEMOGRAPHICS Final Rejection The Nielsen Company (US), LLC
15819769 JOB SCHEDULER IMPLEMENTATION BASED ON USER BEHAVIOR Final Rejection Red Hat, Inc.
16176903 ARCHITECTURE FOR DEEP Q LEARNING Final Rejection Advanced Micro Devices, Inc.
17366249 DETERMINING A HYPERPARAMETER FOR INFLUENCING NON-LOCAL SAMPLES IN MACHINE LEARNING Final Rejection salesforce.com, inc.
18471659 MACHINE LEARNING RISK DETERMINATION SYSTEM FOR TREE BASED MODELS Final Rejection Experian Information Solutions, Inc.
17963496 METHODS, SYSTEMS, AND MEDIA FOR ONE-ROUND FEDERATED LEARNING WITH PREDICTIVE SPACE BAYESIAN INFERENCE Final Rejection HUAWEI TECHNOLOGIES CANADA CO., LTD.
17609252 CLASSIFIER SYSTEM AND METHOD FOR GENERATING CLASSIFICATION MODELS IN A DISTRIBUTED MANNER Final Rejection AICURA MEDICAL GMBH

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