Prosecution Insights
Last updated: May 29, 2026

Examiner: JAYAKUMAR, CHAITANYA R

Tech Center 2100 • Art Units: 2122 2124 2128

This examiner grants 24% of resolved cases

Performance Statistics

24.5%
Allow Rate
-30.5% vs TC avg
71
Total Applications
+20.5%
Interview Lift
1917
Avg Prosecution Days
Based on 53 resolved cases, 2023–2026

Rejection Statute Breakdown

7.0%
§101 Eligibility
1.8%
§102 Novelty
90.8%
§103 Obviousness
0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18306513 TRAINING METHOD AND APPARATUS Non-Final OA Nokia Technologies Oy
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
16176903 ARCHITECTURE FOR DEEP Q LEARNING Final Rejection Advanced Micro Devices, Inc.
15819769 JOB SCHEDULER IMPLEMENTATION BASED ON USER BEHAVIOR Final Rejection Red Hat, 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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