Prosecution Insights
Last updated: August 18, 2026

Examiner: CHEEMA, NOOR FATIMA

Tech Center 4100 • Art Units: 2127 2142 4100

This examiner grants 0% of resolved cases

Performance Statistics

Allow Rate
-60.0% vs TC avg
10
Total Applications
Interview Lift
0
Avg Prosecution Days
Based on 0 resolved cases, 2023–2026

Rejection Statute Breakdown

24.4%
§101 Eligibility
22.0%
§102 Novelty
41.5%
§103 Obviousness
7.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18491604 EFFICIENT RECOVERY FROM FAILURES DURING DISTRIBUTED TRAINING OF MACHINE LEARNING MODELS Non-Final OA Amazon Technologies, Inc.
18358918 MACHINE LEARNING OPTIMIZATION CIRCUIT AND METHOD THEREOF Non-Final OA DELTA ELECTRONICS, INC.
18421260 Multi Agent Deep Reinforcement Learning System for Coverage Closure Non-Final OA Microsoft Technology Licensing, LLC
18450839 METHOD AND APPARATUS WITH TRANSFORMER MODEL TRAINING Non-Final OA Seoul National University R&DB Foundation
18484545 System and Method for Cloud-based Training and Management of Storage Performance Forecast Machine Learning Models for Storage Systems Non-Final OA Dell Products L.P.
18319678 INTELLIGENT, OPTIMAL SERVICE DISPATCH DURATION COMPUTATION Final Rejection Dell Products L.P.
18524423 PEER TO PEER AUTOMATION EXECUTION AND RESPONSE Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION

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