Prosecution Insights
Last updated: October 02, 2026

Examiner: MIAN, MUHAMMAD U

Tech Center 2600 • Art Units: 2163 2656

This examiner grants 67% of resolved cases

Performance Statistics

67.1%
Allow Rate
+5.1% vs TC avg
393
Total Applications
+22.4%
Interview Lift
1037
Avg Prosecution Days
Based on 368 resolved cases, 2023–2026

Rejection Statute Breakdown

23.3%
§101 Eligibility
8.5%
§102 Novelty
47.9%
§103 Obviousness
15.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18583605 ASYMMETRICALLY DISTRIBUTED CONVOLUTION-ATTENTION NEURAL NETWORKS Non-Final OA Snap Inc.
17963435 TECHNIQUES TO GENERATE AND STORE GRAPH MODELS FROM STRUCTURED AND UNSTRUCTURED DATA IN A CLOUD-BASED GRAPH DATABASE SYSTEM Final Rejection Capital One Services, LLC
19338962 METHOD AND APPARATUS FOR GENERATING QUESTION-ANSWERING SERVICE, DEVICE, AND READABLE STORAGE MEDIUM Non-Final OA TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED
18335715 MACHINE LEARNING TRANSFORMATION OPERATIONS FOR INTERLEAVED DATA Non-Final OA International Business Machines Corporation
18629402 GRAPH MODIFICATION USING DECLARATIVE COMMANDS Non-Final OA ServiceNow, Inc.
18833235 MODEL TRAINING METHODS AND APPARATUS Non-Final OA BEIJING VOLCANO ENGINE TECHNOLOGY CO., LTD.
19193828 Dynamically Generating Descriptions Using a Multi-Modal Large-Language Model Final Rejection Maplebear Inc.
18983139 MANAGING DATASETS GENERATED BY SEARCH QUERIES Non-Final OA Cisco Technology, Inc.
18733116 Recurrent Neural Network-Based Analog Cache System Non-Final OA Bank of America Corporation
18638253 METHOD FOR EMBEDDING GRAPH AND SYSTEM THEREFOR Final Rejection SAMSUNG SDS CO., LTD.
18725464 DIALOG STRATEGY OBTAINING METHOD AND APPARATUS AND RELATED DEVICE Non-Final OA CHINA MOBILE COMMUNICATIONS GROUP CO., LTD.

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