Prosecution Insights
Last updated: April 19, 2026

Examiner: GIROUX, GEORGE

Tech Center 2100 • Art Units: 2125 2128 2182 2183

This examiner grants 66% of resolved cases

Performance Statistics

65.5%
Allow Rate
+10.5% vs TC avg
640
Total Applications
+27.1%
Interview Lift
1668
Avg Prosecution Days
Based on 612 resolved cases, 2023–2026

Rejection Statute Breakdown

11.0%
§101 Eligibility
16.0%
§102 Novelty
45.5%
§103 Obviousness
15.5%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18113794 ELECTRONIC DEVICE PERFORMING SIMULATION OF TARGET ROW REFRESH LOGIC OF DYNAMIC RANDOM ACCESS MEMORY AND OPERATING METHOD OF ELECTRONIC DEVICE Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
17671100 CONTROL OF VEHICLE ELECTRONIC CONTROL UNIT WITH ARTIFICIAL INTELLIGENCE Non-Final OA Ford Global Technologies, LLC
18327667 DEVICE AND METHOD FOR IMPLEMENTING A TENSOR-TRAIN DECOMPOSITION OPERATION Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
17503140 AUGMENTATION OF TESTING OR TRAINING SETS FOR MACHINE LEARNING MODELS Final Rejection Microsoft Technology Licensing, LLC
17951889 Generative Models for Discrete Datasets Constrained by a Marginal Distribution Specification Final Rejection Google LLC
18173648 TRAINING ARIMA TIME-SERIES MODELS UNDER FULLY HOMOMORPHIC ENCRYPTION USING APPROXIMATING POLYNOMIALS Non-Final OA International Business Machines Corporation
18048436 DNN TRAINING ALGORITHM WITH DYNAMICALLY COMPUTED ZERO-REFERENCE Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17699222 COGNITIVE ADVISORY AGENT Non-Final OA International Business Machines Corporation
18175959 Predictive Maintenance with Pretrained Feature Extraction for Manufacturing Non-Final OA Robert Bosch GmbH
17918264 DETERMINING THE FLUID DENSITY IN AN ELECTRICAL DEVICE Final Rejection Siemens Energy Global GmbH & Co. KG
18548148 CLASS LABEL ESTIMATION APPARATUS, ERROR CAUSE ESTIMATION METHOD AND PROGRAM Non-Final OA NIPPON TELEGRAPH AND TELEPHONE CORPORATION
18176251 Method and System for Continual Learning in Artificial Neural Networks by Implicit-Explicit Regularization in the Function Non-Final OA NavInfo Europe B.V.
18103702 SYSTEMS AND METHODS FOR IMPROVING THE STRUCTURAL DESIGN OF ARTIFICIAL INTELLIGENCE SYSTEMS THROUGH MODELING AND SIMULATION TECHNIQUES Non-Final OA Evicore Healthcare MSI, LLC
17585380 INTERLOCKING BACKPROBAGATION FOR AUTOMATED TRAINING OF COMPUTER PREDICTIVE MODELS Final Rejection Cohere Inc.
17709159 SYSTEMS AND METHODS FOR OBTAINING A CLINICAL RESPONSE ESTIMATE BIOMARKER USING MACHINE-LEARNED MODELS TRAINED ON IMPLANTED NEUROSTIMULATOR DATA Final Rejection NeuroPace, Inc.
17911866 SYSTEM AND METHOD FOR ADAPTING TO CHANGING RESOURCE LIMITATIONS Final Rejection InterDigital CE Patent Holdings
17947963 COOPERATIVE LEARNING OF LANGEVIN FLOW AND NORMALIZING FLOW TOWARD ENERGY-BASED MODEL Non-Final OA Baidu USA, LLC
17619202 METHOD AND SYSTEM FOR CONFIDENCE ESTIMATION OF A TRAINED DEEP LEARNING MODEL Final Rejection ThinkSono Ltd
17486684 DEEP-LEARNING GENERATIVE MODEL Non-Final OA CNRS
17367512 METHODS AND APPARATUS FOR LOCALIZED PROCESSING WITHIN MULTICORE NEURAL NETWORKS Final Rejection Femtosense, Inc.
15707892 COGNITIVE MODELING APPARATUS FOR DEFUZZIFICATION OF MULTIPLE QUALITATIVE SIGNALS INTO HUMAN-CENTRIC THREAT NOTIFICATIONS Non-Final OA Scianta Analytics, LLC

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