Prosecution Insights
Last updated: August 17, 2026

Examiner: TSAI, JAMES T

Tech Center 4100 • Art Units: 1754 2124 2147 2174 2177 4100

This examiner grants 62% of resolved cases

Performance Statistics

62.5%
Allow Rate
+2.5% vs TC avg
331
Total Applications
+56.9%
Interview Lift
1189
Avg Prosecution Days
Based on 307 resolved cases, 2023–2026

Rejection Statute Breakdown

11.6%
§101 Eligibility
10.1%
§102 Novelty
63.2%
§103 Obviousness
9.9%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18416163 ARTIFICIAL INTELLIGENCE DEVICE FOR MULTI-PURPOSE RETRIEVAL FOR KNOWLEDGE BASE QUESTION AND ANSWERING AND CONTROL METHOD THEREOF Non-Final OA LG ELECTRONICS INC.
18421231 SYSTEMS AND METHODS FOR PERSONALIZED FEDERATED LEARNING UNDER BITWIDTH FOR CLIENT RESOURCE AND DATA HETEROGENEITY Non-Final OA Toyota Motor Engineering & Manufacturing North America, Inc.
18110323 Devices, Methods, and Graphical User Interfaces for Accessing System Functions of Computer Systems While Displaying Three-Dimensional Environments Final Rejection Apple Inc.
18168027 MULTI-STAGE TRAINING OF MACHINE LEARNING MODELS Final Rejection X Development LLC
18561104 Preventing The Distribution Of Forbidden Network Content With Robustified Detection Non-Final OA Google LLC
18465705 Domain-Based Machine-Learned Classifiers Non-Final OA Google LLC
18404069 INTELLIGENT MODEL TRAINING METHOD AND APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18571616 APPARATUS, METHOD, DEVICE AND MEDIUM FOR LOSS BALANCING IN MULTI-TASK LEARNING Non-Final OA Intel Corporation
17558744 MECHANISM FOR POISON DETECTION IN A FEDERATED LEARNING SYSTEM Final Rejection Intel Corporation
18559389 LEARNING APPARATUS, INFERENCE APPARATUS, LEARNING METHOD, AND COMPUTER-READABLE MEDIUM Non-Final OA NEC Corporation
18769891 MOVING APPLICATIONS ON MULTI-SCREEN COMPUTING DEVICE Final Rejection Microsoft Technology Licensing, LLC
18478894 ENCODING AND RETRIEVAL OF SYNTHETIC MEMORIES FOR A GENERATIVE MODEL FROM A USER INTERACTION HISTORY INCLUDING MULTIPLE INTERACTION MODALITIES Non-Final OA Microsoft Technology Licensing, LLC
18606802 NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM STORING MACHINE LEARNING EXPLANATION PROGRAM, APPARATUS, AND METHOD Non-Final OA FUJITSU LIMITED
18404280 MODIFYING NEURAL NETWORKS Non-Final OA NVIDIA Corporation
18394697 METHODS AND SYSTEMS FOR GENERATING LABELED TRAINING DATA Non-Final OA Shopify Inc.
18414270 TRAINING MACHINE-LEARNED TRANSFORMER ARCHITECTURES BY CLIPPING QUERIES, KEYS, AND VALUES Non-Final OA Databricks, Inc.
18511659 MATURITY STATE-BASED WORKPLACE ACTIVITY ASSIGNMENT USING DIGITAL TWIN-BASED SIMULATION Non-Final OA International Business Machines Corporation
18497284 GENERATING A TRANSFORMED DATASET BY QUANTUM TRANSFORMATION OF AN ORIGINAL DATASET AND A QUANTUM FEATURE MAP Non-Final OA International Business Machines Corporation
18361976 SYSTEM FOR IDENTIFYING PATTERNS AND ANOMALIES IN THE FLOW OF EVENTS FROM A CYBER-PHYSICAL SYSTEM Non-Final OA AO Kaspersky Lab
18361999 METHOD FOR IDENTIFYING PATTERNS AND ANOMALIES IN THE FLOW OF EVENTS FROM A CYBER-PHYSICAL SYSTEM Non-Final OA AO Kaspersky Lab
18195115 SYSTEM AND METHOD FOR IMPROVING MEASUREMENT PERFORMANCE OF CHARACTERIZATION SYSTEMS Non-Final OA KLA Corporation
18192372 METHOD OF TRAINING AN ARTIFICIAL INTELLIGENCE CIRCUIT, MONITORING METHOD AND SYSTEM FOR MONITORING A RADIO FREQUENCY ENVIRONMENT Final Rejection Rohde & Schwarz GmbH & Co. KG

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