Prosecution Insights
Last updated: April 19, 2026

Examiner: SANKS, SCHYLER S

Tech Center 3700 • Art Units: 2129 3744 3763

This examiner grants 72% of resolved cases

Performance Statistics

72.3%
Allow Rate
+2.3% vs TC avg
541
Total Applications
+15.9%
Interview Lift
1060
Avg Prosecution Days
Based on 501 resolved cases, 2023–2026

Rejection Statute Breakdown

2.6%
§101 Eligibility
17.1%
§102 Novelty
46.7%
§103 Obviousness
32.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18109042 METHOD AND SYSTEM FOR ADAPTIVELY STREAMING ARTIFICIAL INTELLIGENCE MODEL FILE Final Rejection SAMSUNG ELECTRONICS CO., LTD.
18111644 OPTIMIZING QUBIT CONSUMPTION OF QUANTUM PROGRAMS Final Rejection Bank of America Corporation
18153157 SYSTEMS AND METHODS FOR MONITORING AND TRAINING A MANUFACTURING SYSTEM Non-Final OA Ford Global Technologies, LLC
18027061 METHODS AND SYSTEMS FOR UPDATING MACHINE LEARNING MODELS Non-Final OA Telefonaktiebolaget LM Ericsson (publ)
17957889 METHOD, APPARATUS, AND DEVICE FOR OBTAINING ARTIFICIAL INTELLIGENCE MODEL, AND STORAGE MEDIUM Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
18047415 DEEP NEURAL NETWORK (DNN) ACCELERATOR FACILITATING QUANTIZED INFERENCE Non-Final OA Intel Corporation
17823524 NEURAL NETWORK APPARATUS Non-Final OA KABUSHIKI KAISHA TOSHIBA
18366089 DOUBLE DESCENT FOR TIME SERIES FORECASTING Non-Final OA Robert Bosch GmbH
18327405 ARTIFICIAL NEURAL NETWORK MODEL TRAINING METHOD, FREQUENCY UNIFORM MULTI-BEAM GENERATION METHOD, AND COMPUTER READABLE STORAGE MEDIUM STORING INSTRUCTIONS TO PERFORM ARTIFICIAL NEURAL NETWORK MODEL TRAINING METHOD AND FREQUENCY UNIFORM MULTI-BEAM GENERATION METHOD Non-Final OA AGENCY FOR DEFENSE DEVELOPMENT
17815222 EFFICIENT EXTENDED KALMAN FILTER (EKF) UNDER FEED-FORWARD APPROXIMATION OF A DYNAMICAL SYSTEM Non-Final OA Tata Consultancy Services Limited
18616139 COOLING SYSTEMS AND METHODS USING TWO CIRCUITS WITH WATER FLOW IN A COUNTER FLOW AND IN A SERIES OR PARALLEL ARRANGEMENT Non-Final OA INERTECH IP LLC
17973458 Thermoelectric Air Conditioning System with Integrated Solid Desiccant-Based Dehumidification for Separate Sensible and Latent Cooling Final Rejection University of Cincinnati
18348252 QUANTUM BIT MAPPING Non-Final OA Fujitsu Limited
18459186 SELECTIVELY CONDITIONING LAYERS OF A NEURAL NETWORK WITH STYLIZATION PROMPTS FOR DIGITAL IMAGE GENERATION Non-Final OA Adobe Inc.
18316105 SELECTIVE CLASSIFICATION WITH ALTERNATE SELECTION MECHANISM Non-Final OA Royal Bank of Canada
17891866 INFERENCE-AWARE ML MODEL PROVISIONING Final Rejection Nokia Solutions and Networks Oy
18341532 SYSTEMS AND METHODS FOR CONTROL OF SUPERHEAT FROM A SUBCOOLER Non-Final OA TRANE INTERNATIONAL INC.
18325742 HIGH-RESOLUTION ENVIRONMENTAL SENSOR IMPUTATION USING MACHINE LEARNING Non-Final OA Hippo Harvest Inc.
18248279 AIR BLOWING DEVICE AND AIR-CONDITIONED CLOTHING Non-Final OA Kabushiki Kaisha ACB
18187004 ELECTRONICALLY CONTROLLABLE VALVES AND MIXING VALVES Non-Final OA UNOVA LIMITED
18083051 AGNOSTIC MACHINE LEARNING TRAINING INTEGRATIONS Non-Final OA ALEGION, INC.
17568084 SYSTEM AND METHOD FOR TRAINING MACHINE LEARNING MODELS WITH UNLABELED OR WEAKLY-LABELED DATA AND APPLYING THE SAME FOR PHYSIOLOGICAL ANALYSIS Non-Final OA SHENZHEN KEYA MEDICAL TECHNOLOGY CORPORATION

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