Prosecution Insights
Last updated: August 17, 2026

Examiner: DETERDING, GWYNEVERE AMELIA

Tech Center 4100 • Art Units: 2124 2125 2144 2147 2148 2182 4100

This examiner grants 83% of resolved cases

Performance Statistics

83.3%
Allow Rate
+23.3% vs TC avg
26
Total Applications
+0.0%
Interview Lift
1220
Avg Prosecution Days
Based on 6 resolved cases, 2023–2026

Rejection Statute Breakdown

31.1%
§101 Eligibility
14.4%
§102 Novelty
34.1%
§103 Obviousness
15.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18327952 MODEL TRAINING METHOD, DATA PROCESSING METHOD, AND APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18126808 ANOMALY ANALYSIS USING A BLOCKCHAIN, AND APPLICATIONS THEREOF Final Rejection Capital One Services, LLC
17504282 DEEP NEURAL NETWORK OPTIMIZATION SYSTEM FOR MACHINE LEARNING MODEL SCALING Non-Final OA Intel Corporation
18104098 DEEP LEARNING-BASED MULTI-OBJECTIVE PACING SYSTEMS AND METHODS Final Rejection Walmart Apollo, LLC
18176216 DEEP NEURAL NETWORK MODEL COMPRESSION Non-Final OA NXP B.V.
18119333 DETERMINATION CONTROL DEVICE AND METHOD Non-Final OA FUJITSU LIMITED
18615835 EVALUATING LABELED SENSOR REPRESENTATIONS FOR MACHINE LEARNING SYSTEMS AND APPLICATIONS Non-Final OA NVIDIA Corporation
17378844 AUTONOMIC DETECTION AND CORRECTION OF ARTIFICIAL INTELLIGENCE MODEL DRIFT Final Rejection DELL PRODUCTS L.P.
18584099 ACCELERATED MACHINE LEARNING Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18452969 LEARNING RELATIONS IN MULTI-RELATIONAL GRAPHS IN GRAPH NEURAL NETWORKS Non-Final OA International Business Machines Corporation
17869788 AUTOMATED ACTION RECOMMENDER FOR STRUCTURED PROCESSES Final Rejection Accenture Global Solutions Limited
18378508 TECHNIQUES FOR ENERGY USAGE ESTIMATION IN COMPUTING SYSTEMS Non-Final OA Red Hat, Inc.
17860019 SYSTEMS AND METHODS FOR MEDIA DISCOVERY Non-Final OA Spotify AB
17852484 Hardware-Aware Mixed-Precision Quantization Final Rejection MediaTek Singapore Pte. Ltd.

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