Prosecution Insights
Last updated: May 29, 2026

Examiner: ROHD, BENJAMIN MATTHEW

Tech Center 2100 • Art Units: 2147

This examiner grants 0% of resolved cases

Performance Statistics

0.0%
Allow Rate
-55.0% vs TC avg
33
Total Applications
+0.0%
Interview Lift
1560
Avg Prosecution Days
Based on 2 resolved cases, 2023–2026

Rejection Statute Breakdown

0%
§101 Eligibility
0%
§102 Novelty
100.0%
§103 Obviousness
0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18193781 METHOD AND DEVICE WITH ENSEMBLE MODEL FOR DATA LABELING Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
17888268 MODEL SCALING FOR MULTIPLE ENVIRONMENTS USING MINIMUM SYSTEM INTEGRATION Final Rejection Hitachi, Ltd.
18343879 MODEL DATA SENDING METHOD AND APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18096444 MACHINE LEARNING MODELS WITH INTEGRATED UNCERTAINTY Final Rejection Cypress Semiconductor Corporation
17809463 COMPUTER TRAINING DATA USING MACHINE LEARNING FOR GENERATING MODELS AND BALANCING DISTRIBUTED DATA Non-Final OA International Business Machines Corporation
17524020 MACHINE LEARNING MODEL CHANGE DETECTION AND VERSIONING Final Rejection International Business Machines Corporation
18343292 MACHINE LEARNING TO REDUCE RESOURCES FOR GENERATING SOLUTIONS TO MULTI-NODE PROBLEMS Non-Final OA Oracle International Corporation
17993443 An Industrial Process Model Generation System Non-Final OA ABB Schweiz AG
18047783 METHOD AND APPARATUS FOR TRAINING A MODEL Final Rejection Cloud Intelligence Assets Holding (Singapore) Private Limited
18024778 DETECTION DEVICE, DETECTION METHOD, AND DETECTION PROGRAM Non-Final OA NIPPON TELEGRAPH AND TELEPHONE CORPORATION
17888819 INTERDEPENDENT CAUSAL NETWORKS FOR ROOT CAUSE LOCALIZATION Final Rejection NEC Laboratories America, Inc.
17982128 Streaming Media Processing Method, Device and Electronic Equipment Based on Inference Service Final Rejection Beijing Baidu Netcom Science Technology Co., Ltd.
17559789 CLOUD AND FACILITY-BASED MACHINE LEARNING FOR SORTING FACILITIES Final Rejection AMP Robotics Corporation
17723047 SYSTEM AND METHOD FOR IDENTIFICATION OF VIDEO CONTENT IN QUIC-BASED PACKET DATA NETWORKS Non-Final OA AT&T Intellectual Property I, L.P.
17645744 UNIFIED EXPLAINABLE MACHINE LEARNING FOR SEGMENTED RISK ASSESSMENT Non-Final OA EQUIFAX INC.
17944146 SYSTEM FOR NEURAL ARCHITECTURE SEARCH FOR MONOCULAR DEPTH ESTIMATION AND METHOD OF USING Non-Final OA WOVEN BY TOYOTA, INC.

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