Prosecution Insights
Last updated: April 19, 2026

Examiner: GALVIN-SIEBENALER, PAUL MICHAEL

Tech Center 2100 • Art Units: 2147

This examiner grants 25% of resolved cases

Performance Statistics

25.0%
Allow Rate
-30.0% vs TC avg
43
Total Applications
-25.0%
Interview Lift
1197
Avg Prosecution Days
Based on 4 resolved cases, 2023–2026

Rejection Statute Breakdown

29.8%
§101 Eligibility
19.0%
§102 Novelty
36.8%
§103 Obviousness
14.5%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17877390 SYSTEMS AND METHODS FOR REDUCING NETWORK TRAFFIC ASSOCIATED WITH A SERVICE Final Rejection Capital One Services, LLC
17620588 METHOD FOR DETECTING UNCOMMON INPUT Final Rejection Telefonaktiebolaget LM Ericsson (publ)
18203888 GROUP RECOMMENDATION BASED ON TOPIC CLUSTERING Non-Final OA Microsoft Technology Licensing, LLC
18325790 PERFORMING DYNAMIC SPARSE COMPUTATION ON DENSE COMPUTATION-EFFICIENT COMPUTING DEVICES Non-Final OA Microsoft Technology Licensing, LLC
18067852 PRECOMPUTED EXPLANATION SCORES Final Rejection International Business Machines Corporation
17540660 PRIVACY-PRESERVING CLASS LABEL STANDARDIZATION IN FEDERATED LEARNING SETTINGS Non-Final OA International Business Machines Corporation
18125553 SPIKE NEURAL NETWORK CIRCUIT Non-Final OA Electronics and Telecommunications Research Institute
17965393 ELECTRIC DEVICE CONFIGURED TO SUPPORT HIGH SPEED INTERFACE FOR EXPANDING NEURAL NETWORK Final Rejection Electronics and Telecommunications Research Institute
17934098 MODEL DECORRELATION AND SUBSPACING FOR FEDERATED LEARNING Final Rejection QUALCOMM Incorporated
17902632 METHOD AND SYSTEM FOR SPLITTING AND BIT-WIDTH ASSIGNMENT OF DEEP LEARNING MODELS FOR INFERENCE ON DISTRIBUTED SYSTEMS Final Rejection HUAWEI CLOUD COMPUTING TECHNOLOGIES CO., LTD.
17985150 CONTROL DEVICE FOR PREDICTING A DATA POINT FROM A PREDICTOR AND A METHOD THEREOF Final Rejection SIGNIFY HOLDING B.V.
17650669 DETECTING ROBUSTNESS OF MACHINE LEARNING MODELS IN CLINICAL WORKFLOWS Non-Final OA SIEMENS HEALTHINEERS AG
18122345 GENERATING CONTEXTUAL ADVISORY FOR XaaS BY CAPTURING USER-INCLINATION AND NAVIGATING USER THROUGH COMPLEX INTERDEPENDENT DECISIONS Non-Final OA Tata Consultancy Services Limited
18241137 CONTINUOUS REINFORCEMENT LEARNING FOR SCALING QUEUE-BASED SERVICES Non-Final OA Adobe Inc.
17646015 EFFICIENT SEMI-AUTOMATIC UNIT TESTING OF VERY LARGE MACHINE MODELS Non-Final OA Dell Products L.P.
17982386 NEURAL NETWORK COMPUTATION TECHNIQUE Final Rejection NVIDIA Corporation
17232771 INHERITED MACHINE LEARNING MODEL Non-Final OA AT&T Intellectual Property I, L.P.
18075277 SYSTEMS AND METHODS FOR TRAINING A MACHINE LEARNING MODEL FOR MOOD PREDICTION Final Rejection HERE GLOBAL B.V.
18090993 SYSTEM AND METHOD FOR FEDERATED LEARNING FOR AUTOMOTIVE APPLICATION WITH KNOWLEDGE DISTILLATION BY TEACHER MODEL Final Rejection WOVEN BY TOYOTA, INC.
18038178 METHOD OF AND SYSTEM FOR ADAPTING MULTIPLE TRAINED MACHINE LEARNING MODELS ON UNLABELLED DATASET Non-Final OA IMAGIA CYBERNETICS INC.
18192670 Assistance System for dynamic environments Non-Final OA Honda Research Institute Europe GmbH
18094701 DISTRIBUTED NEURAL NETWORK COMMUNICATION SYSTEM Non-Final OA INQ. HOLDING LIMITED
18076160 AUTOMATIC MODULATION CLASSIFICATION METHOD BASED ON DEEP LEARNING NETWORK FUSION Non-Final OA Yangtze Delta Region Institute of University of Electronic Science and Technology of China
17923452 ARTIFICIAL-INTELLIGENCE-BASED E-COMMERCE SYSTEM AND METHOD FOR MANUFACTURERS, SUPPLIERS, AND PURCHASERS Final Rejection 10644137 CANADA INC.

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