Prosecution Insights
Last updated: May 29, 2026

Examiner: STORK, KYLE R

Tech Center 2600 • Art Units: 2128 2143 2144 2178 2672

This examiner grants 64% of resolved cases

Performance Statistics

63.9%
Allow Rate
+1.9% vs TC avg
920
Total Applications
+28.1%
Interview Lift
1450
Avg Prosecution Days
Based on 869 resolved cases, 2023–2026

Rejection Statute Breakdown

4.5%
§101 Eligibility
3.3%
§102 Novelty
84.8%
§103 Obviousness
0.6%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17317421 METHOD AND APPARATUS FOR INCREMENTAL LEARNING Non-Final OA Samsung Electronics Co., Ltd.
17508213 METHOD AND APPARATUS FOR PREDICTING SYSTEM THROUGHPUT Final Rejection Dell Products L.P.
17996232 HYBRID TRAINING METHOD FOR SELF-LEARNING ALGORITHMS Final Rejection ZF Friedrichshafen AG
18114629 Gesture Tutorial for a Finger-Wearable Device Final Rejection Apple Inc.
17386812 SOFTWARE MODEL TESTING FOR MACHINE LEARNING MODELS Final Rejection Bank of America Corporation
18254634 Improved Two-Stage Machine Learning for Imbalanced Datasets Final Rejection Google LLC
17953255 DETERMINING ONLINE CLASSIFIER PERFORMANCE VIA NORMALIZING FLOWS Non-Final OA Lemon Inc.
18216217 STYLUS TRAJECTORY PREDICTION Non-Final OA Intel Corporation
17820900 DEEP NEURAL NETWORK (DNN) ACCELERATORS WITH HETEROGENEOUS TILING Final Rejection Intel Corporation
18184379 METHOD AND DEVICE FOR DETERMINING AN OPTIMAL ARCHITECTURE OF A NEURAL NETWORK Non-Final OA Robert Bosch GmbH
17957581 SYSTEM AND METHOD FOR DEEP LEARNING-BASED SOUND PREDICTION USING ACCELEROMETER DATA Final Rejection Robert Bosch GmbH
17611088 OPERATION OF TRAINABLE MODULES, INCLUDING MONITORING AS TO WHETHER THE RANGE OF APPLICATION OF THE TRAINING IS ABANDONED Final Rejection Robert Bosch GmbH
17881753 METHOD AND APPARATUS FOR DELETING TRAINED DATA OF DEEP LEARNING MODEL Non-Final OA RESEARCH & BUSINESS FOUNDATION SUNGKYUNKWAN UNIVERSITY
17852531 AI MODEL LEARNING METHOD AND SYSTEM BASED ON SELF-LEARNING FOR FOCUSING ON SPECIFIC AREAS Final Rejection Korea Electronics Technology Institute
18300721 STRUCTURED DOCUMENT GENERATION FROM TEXT PROMPTS Non-Final OA ADOBE INC.
17827390 TRAINING PERCEPTION MODELS USING SYNTHETIC DATA FOR AUTONOMOUS SYSTEMS AND APPLICATIONS Non-Final OA NVIDIA Corporation
17132847 METHOD, APPARATUS, AND COMPUTER PROGRAM PRODUCT FOR PREDICTING A SPLIT LANE TRAFFIC PATTERN Final Rejection HERE GLOBAL B.V.
17578028 MACHINE LEARNING TECHNIQUES FOR COMPOSITE CLASSIFICATION Final Rejection UnitedHealth Group Incorporated
18145898 FORECAST SUPPORT DEVICE, FORECAST SUPPORT METHOD AND RECORDING MEDIUM Non-Final OA KYOTO UNIVERSITY
17331501 ACTIVE LEARNING ANNOTATION SYSTEM THAT DOES NOT REQUIRE HISTORICAL DATA Non-Final OA Feedzai - Consultadoria e Inovação Tecnológica, S.A.
18180910 PERSONAL INFORMATION DETECTION REINFORCEMENT METHOD USING MULTIPLE FILTERING AND PERSONAL INFORMATION DETECTION REINFORCEMENT APPARATUS USING THE SAME Non-Final OA AhnLab CloudMate Inc.
17865753 COMPUTER-IMPLEMENTED SYSTEM AND METHOD FOR CREATING DYNAMIC WORKFLOWS TO ADDRESS THE NEEDS OF SUPPLY CHAIN Non-Final OA RRS SOLUTIONS INC
17531619 EXPLAINABLE ARTIFICIAL INTELLIGENCE SYSTEM FOR DIAGNOSIS OF MENTAL DISEASES AND THE CONTROL METHOD THEREOF Final Rejection 4N Inc.
16668544 EXTRACTING UNSTRUCTURED DEMOGRAPHIC INFORMATION FROM A DATA SOURCE IN A STRUCTURED MANNER Final Rejection Hi Insights, Inc.

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