Prosecution Insights
Last updated: April 19, 2026

Examiner: ROHD, BENJAMIN MATTHEW

Tech Center 2100 • Art Units: 2147

This examiner grants 0% of resolved cases

Performance Statistics

%
Allow Rate
-55.0% vs TC avg
31
Total Applications
+0.0%
Interview Lift
1197
Avg Prosecution Days
Based on 1 resolved cases, 2023–2026

Rejection Statute Breakdown

23.5%
§101 Eligibility
11.2%
§102 Novelty
48.7%
§103 Obviousness
16.6%
§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
18125554 MULICAST AND SIMULCAST IN NEURAL ENGINES Non-Final OA Apple Inc.
17805262 SUPERVISED CONTRASTIVE LEARNING FOR RELATED CONTENT RECOMMENDATION Final Rejection Microsoft Technology Licensing, LLC
17809463 COMPUTER TRAINING DATA USING MACHINE LEARNING FOR GENERATING MODELS AND BALANCING DISTRIBUTED DATA Non-Final OA International Business Machines Corporation
18343292 MACHINE LEARNING TO REDUCE RESOURCES FOR GENERATING SOLUTIONS TO MULTI-NODE PROBLEMS Non-Final OA Oracle International Corporation
17888819 INTERDEPENDENT CAUSAL NETWORKS FOR ROOT CAUSE LOCALIZATION Final Rejection NEC Laboratories America, Inc.
17993443 An Industrial Process Model Generation System Non-Final OA ABB Schweiz AG
18024778 DETECTION DEVICE, DETECTION METHOD, AND DETECTION PROGRAM Non-Final OA NIPPON TELEGRAPH AND TELEPHONE CORPORATION
18279590 SUPPORT DEVICE, SUPPORT METHOD, AND PROGRAM Non-Final OA NTT, INC.
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.
17593625 SYSTEMS AND METHODS OF MACHINE LEARNING THAT USE AN AUTOENCODER TRAINED USING INTERVAL TYPE-2 FUZZY LOGIC Final Rejection BRITISH TELECOMMUNICATIONS PUBLIC LIMITED COMPANY
17645744 UNIFIED EXPLAINABLE MACHINE LEARNING FOR SEGMENTED RISK ASSESSMENT Non-Final OA EQUIFAX INC.
18112917 HYPER-EFFICIENT, PRIVACY-PRESERVING ARTIFICIAL INTELLIGENCE SYSTEM Non-Final OA SliceX AI, Inc.
18047783 METHOD AND APPARATUS FOR TRAINING A MODEL Final Rejection Alibaba Cloud Computing (Beijing) Co., Ltd.

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