Prosecution Insights
Last updated: May 29, 2026

Examiner: BARRETT, RYAN S

Tech Center 2100 • Art Units: 2145 2148 2171 2175

This examiner grants 65% of resolved cases

Performance Statistics

64.6%
Allow Rate
+9.6% vs TC avg
437
Total Applications
+43.2%
Interview Lift
1208
Avg Prosecution Days
Based on 413 resolved cases, 2023–2026

Rejection Statute Breakdown

0.3%
§101 Eligibility
1.1%
§102 Novelty
38.7%
§103 Obviousness
0.5%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18351417 TRAINING AND APPLICATION METHOD AND APPARATUS FOR NEURAL NETWORK MODEL, AND STORAGE MEDIUM Non-Final OA CANON KABUSHIKI KAISHA
18354744 NEURAL NETWORK MODEL TRAINING METHOD, DATA PROCESSING METHOD, AND APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18206460 FEATURE FUNCTION BASED COMPUTATION OF ON-DEMAND FEATURES OF MACHINE LEARNING MODELS Non-Final OA Databricks, Inc.
18336940 VALIDATING MACHINE LEARNING MODELS FOR DEPLOYMENT TO CLOUD INFRASTRUCTURE Non-Final OA Microsoft Technology Licensing, LLC
18109975 SYSTEM AND METHOD FOR IMITATION LEARNING Non-Final OA ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
18253205 METHOD AND SERVER FOR DELEGATED QUANTUM COMPUTING USING A HARDWARE ENCLAVE Non-Final OA Centre National de la Recherche Scientifique
17687979 REINFORCEMENT LEARNING AGENT TO EVALUATE MONITORING SYSTEM STRENGTH Non-Final OA Oracle International Corporation
18308473 INTELLIGENT SELF-ADJUSTING METRIC COLLECTION Non-Final OA NetApp, Inc.
18337960 METHODS AND APPARATUSES FOR TRAINING PREDICTION MODEL Non-Final OA Alipay (Hangzhou) Information Technology Co., Ltd.
17880400 Compressing network data using Deep Neural Network (DNN) deployment Non-Final OA Ciena Corporation
18028438 METHODS AND SYSTEMS FOR DETERMINING PAYMENT BEHAVIOURS Non-Final OA Xero Limited
18307995 AUTONOMOUS CONTROL USING HIERARCHICAL ENSEMBLES OF AUTONOMOUS DECISION SYSTEMS Final Rejection University of South Florida
18322525 LOCAL DIFFERENTIALLY PRIVATE MECHANISMS TO MEASURE PERFORMANCE DEMOGRAPHIC DISPARITIES IN FEDERATED LEARNING Non-Final OA University of Southern California
18253699 Automated Processing of Dental Scans Using Geometric Deep Learning Non-Final OA 3M INNOVATIVE PROPERTIES COMPANY
18356346 AUTOMATED RULE CREATION FOR FRAUD DETECTION USING A MACHINE LEARNING-DRIVEN COMPUTING FRAMEWORK Non-Final OA Actimize LTD.
18185281 FRAMEWORK FOR SIMULATING GENERAL MULTI-SCALE PROBLEMS Non-Final OA Brown University
18338043 MACHINE LEARNING USING MAP REPRESENTATIONS OF CATEGORICAL DATA TO PROVIDE CLASSIFICATION PREDICTIONS Non-Final OA Optum Services (Ireland) Limited
18087630 INDUSTRIAL MONITORING PLATFORM Non-Final OA Delaware Capital Formation, Inc.

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