Prosecution Insights
Last updated: April 19, 2026

Examiner: GARNER, CASEY R

Tech Center 2100 • Art Units: 2123

This examiner grants 70% of resolved cases

Performance Statistics

70.5%
Allow Rate
+15.5% vs TC avg
280
Total Applications
+16.8%
Interview Lift
1309
Avg Prosecution Days
Based on 261 resolved cases, 2023–2026

Rejection Statute Breakdown

30.6%
§101 Eligibility
7.1%
§102 Novelty
45.7%
§103 Obviousness
12.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
19313407 SYSTEM AND METHOD FOR IMPROVING MACHINE LEARNING CLASSIFIERS USING SYNTHETIC INPUTS AND GRADIENT DIRECTION ANALYSIS Non-Final OA D5AI LLC
17981107 METHOD AND SYSTEM FOR LEARNING MODELS FOR A MIXTURE OF DOMAINS (MOD) Final Rejection Hitachi, Ltd.
18192211 MODEL TRAINING METHOD AND RELATED DEVICE Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18318204 TRAINING AND APPLYING A MACHINE LEARNING MODEL FOR PREDICTING POLYMER EXTRUDATE MELT PROPERTY VALUES Non-Final OA Chevron Phillips Chemical Company LP
18172509 CLUSTERED ENCODING AND DECODING FROM A LATENT PROBABILITY DISTRIBUTION Final Rejection International Business Machines Corporation
17934299 META-LEARNING OPERATION RESEARCH OPTIMIZATION Final Rejection Oracle International Corporation
18069822 MODAL INFORMATION COMPLETION METHOD, APPARATUS, AND DEVICE Final Rejection Huawei Cloud Computing Technologies Co., Ltd.
18091862 METHOD FOR GENERATING TASK MODEL BASED ON META-LEARNING, METHOD FOR GENERATING TEXT EMBEDDINGS FOR FEW-SHOT TEXT DATA, AND APPARATUS IMPLEMENTING THE SAME METHOD Non-Final OA SAMSUNG SDS CO., LTD.
18136463 Methods and Systems for Quantifying Uncertainty in Neural Link Predictors for Knowledge Graphs Non-Final OA Accenture Global Solutions Limited
18116859 METHOD AND SYSTEM OF CREATING BALANCED DATASET Non-Final OA L&T TECHNOLOGY SERVICES LIMITED
18133755 UNSUPERVISED PATTERN DISCOVERY USING DYNAMIC GRAPH EMBEDDINGS Non-Final OA Raytheon Company
18355820 MACHINE LEARNING TECHNIQUES FOR FEATURE PREDICTION BASED ON CLUSTERING USING ANCILLARY AND LOCATION DATA Non-Final OA UnitedHealth Group Incorporated
17987141 MACHINE LEARNING TECHNIQUES FOR PREDICTING CLASSIFICATION PROGRESSION Final Rejection UnitedHealth Group Incorporated
18335864 HUMAN AUGMENTATION PLATFORM USING CONTEXT, BIOSIGNALS, AND LANGUAGE MODELS Non-Final OA Cognixion Corporation
18104325 COMPUTER IMPLEMENTED METHOD FOR TRAINING A MODEL COMPRISING PLURALITY OF DATA SYNTHESIZERS FOR DATA SYNTHESIS WITH ENHANCED SCALABILITY AND A CORRESPONDING COMPUTER IMPLEMENTED METHOD FOR GENERATING A DATASET Non-Final OA YData Labs Inc
17850185 AUTOMATIC SCENARIO THRESHOLD TUNING Final Rejection ORACLE FINANCIAL SERVICES SOFTWARE LIMITED

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