Prosecution Insights
Last updated: August 17, 2026

Examiner: STORK, KYLE R

Tech Center 2800 • Art Units: 2128 2143 2144 2147 2178 2672 2812

This examiner grants 64% of resolved cases

Performance Statistics

63.5%
Allow Rate
-4.5% vs TC avg
927
Total Applications
+28.5%
Interview Lift
1451
Avg Prosecution Days
Based on 876 resolved cases, 2023–2026

Rejection Statute Breakdown

15.3%
§101 Eligibility
10.5%
§102 Novelty
61.6%
§103 Obviousness
5.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18605227 METHOD AND DEVICE FOR IMPLEMENTING DEEP LEARNING RECOMMENDATION MODEL Non-Final OA SAMSUNG ELECTRONICS CO.,LTD.
18114629 Gesture Tutorial for a Finger-Wearable Device Final Rejection Apple Inc.
18701633 NEURAL NETWORK DEVICE, DETECTION METHOD, AND PROGRAM Non-Final OA SONY GROUP CORPORATION
17837206 DEVICE, A COMPUTER PROGRAM AND A COMPUTER-IMPLEMENTED METHOD FOR TRAINING A KNOWLEDGE GRAPH EMBEDDING MODEL Final Rejection Robert Bosch GmbH
18593564 Implementing Quantum Logic Gates using Pulse Analysis for Quantum Computing System Non-Final OA Google LLC
18254634 Improved Two-Stage Machine Learning for Imbalanced Datasets Final Rejection Google LLC
17996232 HYBRID TRAINING METHOD FOR SELF-LEARNING ALGORITHMS Final Rejection ZF Friedrichshafen AG
18216217 STYLUS TRAJECTORY PREDICTION Non-Final OA Intel Corporation
17820900 DEEP NEURAL NETWORK (DNN) ACCELERATORS WITH HETEROGENEOUS TILING Non-Final OA Intel Corporation
18014099 LEARNING DEVICE, FEATURE CALCULATION PROGRAM GENERATION METHOD AND SIMILARITY CALCULATOR Final Rejection NEC Corporation
17580001 LINKAGE DATA GENERATOR Non-Final OA PayPal, Inc.
18330122 SYNTHESIZING REALISTIC TIME SERIES WITH OUTLIERS Non-Final OA Visa International Service Association
17827222 SPARSIFYING VECTORS FOR NEURAL NETWORK MODELS BASED ON OVERLAPPING WINDOWS Final Rejection Microsoft Technology Licensing, LLC
17566898 ENHANCED LEXICON-BASED CLASSIFIER MODELS WITH TUNABLE ERROR-RATE TRADEOFFS Final Rejection MICROSOFT TECHNOLOGY LICENSING, LLC
18567736 METHOD, APPARATUS AND COMPUTER PROGRAM PRODUCT FOR DEFINING IMPORTANCE MASK AND IMPORTANCE ORDERING LIST Non-Final OA Nokia Technologies Oy
18241974 Method And Apparatus For Generalization Of Artificial Intelligence/Machine Learning Model Non-Final OA MediaTek Inc.
17892902 Result Explanation Using Template Populated from Homogenous Search Final Rejection SAP SE
18372661 EFFICIENT TRANSFORMER TRAINING BASED ON SMALLER PRETRAINED MODELS Final Rejection Massachusetts Institute of Technology
18523123 SYSTEMS AND METHODS TO TOKENIZE AND CATEGORIZE DATA TRANSACTIONS Non-Final OA Bank of America Corporation
18677358 ADJUSTING NEURAL NETWORK ARCHITECTURES Non-Final OA NVIDIA Corporation
17881753 METHOD AND APPARATUS FOR DELETING TRAINED DATA OF DEEP LEARNING MODEL Final Rejection RESEARCH & BUSINESS FOUNDATION SUNGKYUNKWAN UNIVERSITY
18300721 STRUCTURED DOCUMENT GENERATION FROM TEXT PROMPTS Non-Final OA ADOBE INC.
18183387 BUILDING TIME-DECAYED LINE GRAPHS FOR DIRECT EMBEDDING OF CONTINUOUS-TIMED INTERACTIONS IN GENERATING TIME-AWARE RECOMMENDATIONS Non-Final OA Adobe Inc.
18501784 EXPLAINABLE FEDERATED LEARNING ROBUST TO MALICIOUS CLIENTS AND TO NON-INDEPENDENT AND IDENTICALLY DISTRIBUTED DATA Non-Final OA Dell Products L.P.
17323099 FEDERATED LEARNING WITH PARTITIONED AND DYNAMICALLY-SHUFFLED MODEL UPDATES Non-Final OA International Business Machines Corporation
17663464 HIERARCHICAL MULTI-MODEL GENERATION IN NETWORK AND CLOUD COMPUTING SYSTEMS Final Rejection Juniper Networks, Inc.
17852531 AI MODEL LEARNING METHOD AND SYSTEM BASED ON SELF-LEARNING FOR FOCUSING ON SPECIFIC AREAS Final Rejection Korea Electronics Technology Institute
18411660 CONSTRAINT-BASED OPTIMIZATION OF MACHINE LEARNING MODELS Non-Final OA FMR LLC

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