Prosecution Insights
Last updated: April 19, 2026

Examiner: WERNER, MARSHALL L

Tech Center 2100 • Art Units: 2122 2125

This examiner grants 66% of resolved cases

Performance Statistics

66.5%
Allow Rate
+11.5% vs TC avg
260
Total Applications
+44.3%
Interview Lift
1432
Avg Prosecution Days
Based on 200 resolved cases, 2023–2026

Rejection Statute Breakdown

29.0%
§101 Eligibility
8.5%
§102 Novelty
37.4%
§103 Obviousness
21.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18144100 DATA MANAGEMENT, REDUCTION AND SAMPLING SCHEMES FOR STORAGE DEVICE FAILURE Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
17900522 Method for Optimizing Neural Networks Final Rejection Samsung Electronics Co., Ltd.
18297850 MANAGEMENT APPARATUS, PROCESSING SYSTEM, MANAGEMENT METHOD, AND ARTICLE MANUFACTURING METHOD Non-Final OA CANON KABUSHIKI KAISHA
17621499 Quantum Computing Device in a Support Vector Machine Algorithm Non-Final OA Telefonaktiebolaget LM Ericsson (publ)
17966568 SYSTEMS AND METHODS FOR ARTIFICIAL-INTELLIGENCE MODEL TRAINING USING UNSUPERVISED DOMAIN ADAPTATION WITH MULTI-SOURCE META-DISTILLATION Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
17088398 DEVICE AND METHODS FOR A QUANTUM CIRCUIT SIMULATOR Non-Final OA Huawei Technologies Co., Ltd.
18298791 DUAL-MOMENTUM GRADIENT OPTIMIZATION WITH REDUCED MEMORY REQUIREMENTS Non-Final OA Microsoft Technology Licensing, LLC
18463240 REINFORCED LEARNING FOR QUANTUM DESIGN Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18231657 CONTINUOUS PRODUCTION PROCESS OPTIMIZATION USING MACHINE LEARNING Non-Final OA International Business Machines Corporation
18126473 HANDLING BLACK SWAN EVENTS ON QUANTUM COMPUTERS Non-Final OA International Business Machines Corporation
18135958 ACCELERATING NEURAL NETWORKS WITH LOW PRECISION-BASED MULTIPLICATION AND EXPLOITING SPARSITY IN HIGHER ORDER BITS Non-Final OA Intel Corporation
18461410 ZONE GRADIENT DIFFUSION (ZGD) FOR ZONE-BASED FEDERATED LEARNING Non-Final OA QUALCOMM Incorporated
18330253 PRE-PROCESSING FOR DEEP NEURAL NETWORK COMPILATION USING GRAPH NEURAL NETWORKS Non-Final OA QUALCOMM Incorporated
18168299 Method and System for Interactive, Interpretable, and Improved Match and Player Performance Predictions in Team Sports Final Rejection STATS LLC
18114197 PARAMETRIC META-LEARNING DECISIONING IN INFORMATION PROCESSING SYSTEM ENVIRONMENT Final Rejection Dell Products L.P.
18060089 SYSTEM AND METHOD FOR MANAGING DEPLOYMENT OF RELATED INFERENCE MODELS Final Rejection Dell Products L.P.
17219350 IMITATION TRAINING USING SYNTHETIC DATA Non-Final OA Nvidia Corporation
17463882 METHODS AND SYSTEMS FOR CLASSIFICATION USING EXPERT DATA Final Rejection KPN INNOVATIONS, LLC.
17365866 METHOD AND SYSTEM FOR IDENTIFYING ROOT CAUSES Final Rejection KPN INNOVATIONS, LLC.
18275933 PREDICTING PROTEIN AMINO ACID SEQUENCES USING GENERATIVE MODELS CONDITIONED ON PROTEIN STRUCTURE EMBEDDINGS Non-Final OA DeepMind Technologies Limited
17226908 EXECUTION OF APPLICATIONS WITH NEXT BEST MODELS APPLIED TO DATA Final Rejection AT&T Intellectual Property I, L.P.
18138154 WRIST REHABILITATION TRAINING SYSTEM BASED ON MUSCLE COORDINATION AND VARIABLE STIFFNESS IMPEDANCE CONTROL Final Rejection SOUTHEAST UNIVERSITY
17887523 METHOD, DEVICE AND STORAGE MEDIA FOR MULTI-AGENT MOTION PREDICTION Non-Final OA City University of Hong Kong
16409736 AI-Based Context Evaluation Engine Apparatuses, Methods and Systems Non-Final OA FMR LLC
18170476 OBFUSCATION OF ENCODED DATA WITH LIMITED SUPERVISION Non-Final OA Protopia AI, Inc.
18073308 INFORMATION PROCESSING METHOD, INFORMATION PROCESSING APPARATUS, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM Non-Final OA Actapio, Inc.
18229725 Anomaly Detection System for Embedded Devices Non-Final OA EdgeImpulse Inc.
18317803 GENERATING DATASETS FOR MACHINE LEARNING SYSTEMS Non-Final OA ARCHITECTURE TECHNOLOGY CORPORATION
18036150 ENSEMBLE OF NARROW AI AGENTS FOR VEHICLES Non-Final OA CARTICA AI LTD.
17336640 Sensor Fusion Quality Of Data Determination Final Rejection PassiveLogic, Inc.

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