Prosecution Insights
Last updated: May 29, 2026

Examiner: WERNER, MARSHALL L

Tech Center 2100 • Art Units: 2122 2125

This examiner grants 66% of resolved cases

Performance Statistics

65.9%
Allow Rate
+10.9% vs TC avg
260
Total Applications
+45.3%
Interview Lift
1386
Avg Prosecution Days
Based on 205 resolved cases, 2023–2026

Rejection Statute Breakdown

12.6%
§101 Eligibility
2.3%
§102 Novelty
81.8%
§103 Obviousness
3.0%
§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.
18044661 INFORMATION PROCESSING APPARATUS AND INFORMATION PROCESSING METHOD Final Rejection SONY GROUP CORPORATION
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.
17621499 Quantum Computing Device in a Support Vector Machine Algorithm Non-Final OA Telefonaktiebolaget LM Ericsson (publ)
18297850 MANAGEMENT APPARATUS, PROCESSING SYSTEM, MANAGEMENT METHOD, AND ARTICLE MANUFACTURING METHOD Non-Final OA CANON KABUSHIKI KAISHA
17969358 METHOD AND SYSTEM FOR GENERATING A PREDICTIVE MODEL Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
17088398 DEVICE AND METHODS FOR A QUANTUM CIRCUIT SIMULATOR Non-Final OA Huawei Technologies Co., Ltd.
17956531 SYSTEMS AND METHODS FOR IMPROVING MACHINE LEARNING MODELS Non-Final OA THE TORONTO-DOMINION BANK
18298791 DUAL-MOMENTUM GRADIENT OPTIMIZATION WITH REDUCED MEMORY REQUIREMENTS Non-Final OA Microsoft Technology Licensing, LLC
17453121 USING LEARNED PHYSICAL KNOWLEDGE TO GUIDE FEATURE ENGINEERING 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
18330253 PRE-PROCESSING FOR DEEP NEURAL NETWORK COMPILATION USING GRAPH NEURAL NETWORKS Non-Final OA QUALCOMM Incorporated
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
18138154 WRIST REHABILITATION TRAINING SYSTEM BASED ON MUSCLE COORDINATION AND VARIABLE STIFFNESS IMPEDANCE CONTROL Final Rejection SOUTHEAST UNIVERSITY
16409736 AI-Based Context Evaluation Engine Apparatuses, Methods and Systems Non-Final OA FMR LLC
17143796 Heterogenous Neural Network Non-Final OA PassiveLogic, Inc.
18023623 GENERATING A KNOWLEDGE BASE FROM MATHEMATICAL FORMULAE IN TECHNICAL DOCUMENTS Final Rejection Indian Institute of Science
18036150 ENSEMBLE OF NARROW AI AGENTS FOR VEHICLES Non-Final OA CARTICA AI LTD.
16177282 NEURAL NETWORK ORCHESTRATION Non-Final OA Veritone, Inc.

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