Prosecution Insights
Last updated: October 02, 2026

Examiner: ALI, NAYMUR RAHMAN

Tech Center 4100 • Art Units: 2123 2165 4100

This examiner grants 0% of resolved cases

Analysis

Naymur Rahman Ali is an examiner in Tech Center 4100 and Art Unit 2123. He has managed 1 resolved case, and his allowance rate is 0.0 percent. This percentage indicates that the single resolved case on his docket did not reach a grant. The 1 resolved case provides a very limited data set for evaluating his prosecution outcomes.

The interview lift for this examiner is 0.0 percent. This figure represents no change in the likelihood of an allowance when an interview occurs, based on the current 0.0 percent allowance rate. Practitioners should use this 0.0 percent lift to decide whether to request a formal discussion. The median days to allowance is 1238, which serves as a timeline for the duration of the process for this case.

Written from this page's own data; every figure is computed from USPTO records and verified before publication.

Performance Statistics

0.0%
Allow Rate
-60.0% vs TC avg
15
Total Applications
+0.0%
Interview Lift
1238
Avg Prosecution Days
Based on 1 resolved cases, 2023–2026

Rejection Statute Breakdown

23.3%
§101 Eligibility
3.9%
§102 Novelty
54.3%
§103 Obviousness
16.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18541972 SYSTEMS AND METHODS FOR ON-DEVICE VALIDATION OF A NEURAL NETWORK MODEL Non-Final OA Samsung Electronics Co., Ltd.
18330692 METHOD AND DEVICE WITH PROCESS DATA ANALYSIS Non-Final OA Samsung Electronics Co., Ltd.
18409380 PREVENTING UNAUTHORIZED FINE-TUNING OF MACHINE LEARNING MODELS Non-Final OA QUALCOMM Incorporated
18377740 METHOD AND APPARATUS FOR LOADING CLASSICAL DATA INTO QUANTUM COMPUTERS Non-Final OA Intel Corporation
18597777 MULTIMODAL MACHINE LEARNING MODEL FOR DATA INCLUDING EXAMPLES WITH MISSING MODALITIES Non-Final OA Royal Bank of Canada
18587662 LOW-DIMENSIONAL NEURAL-NETWORK-BASED ENTITY REPRESENTATION Non-Final OA Amazon Technologies, Inc.
18423128 COMPLETENESS GRAPH GENERATOR Non-Final OA Intuit Inc.
18706833 INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAM Non-Final OA NTT, Inc.
18166948 FEDERATED LEARNING METHOD AND APPARATUS Final Rejection ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
18616498 ENABLING A MACHINE LEARNING MODEL TO RUN PREDICTIONS ON DOMAINS WHERE TRAINING DATA IS LIMITED BY PERFORMING KNOWLEDGE DISTILLATION FROM FEATURES Non-Final OA International Business Machines Corporation
18362726 Artificial Intelligence Model Factory Non-Final OA International Business Machines Corporation
18288889 MACHINE LEARNING PROCESSING CIRCUIT AND INFORMATION PROCESSING APPARATUS Non-Final OA THE UNIVERSITY OF TOKYO
18756296 LINK PREDICTION METHOD AND APPARATUS USING ACCURATE LINK PREDICTION MODEL BASED ON POSITIVE-UNLABELED DATA LEARNING Non-Final OA SEOUL NATIONAL UNIVERSITY R&DB FOUNDATION
18343955 GENERATION OF SUPPLEMENTED DATA FOR USE IN A DATA PIPELINE Final Rejection Dell Products L.P.
17970300 METHOD AND SYSTEM FOR COMPUTER VISION INFERENCING USING A PROCESSING SYSTEM WITH DEDICATED HARDWARE Final Rejection Dell Products L.P.
18636548 PERFORMANCE EVALUATION METHOD AND SYSTEM Non-Final OA SAMSUNG SDS CO., LTD.

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