Prosecution Insights
Last updated: May 29, 2026

Examiner: GARNER, CASEY R

Tech Center 2100 • Art Units: 2123 2124

This examiner grants 71% of resolved cases

Performance Statistics

70.6%
Allow Rate
+15.6% vs TC avg
283
Total Applications
+16.5%
Interview Lift
1333
Avg Prosecution Days
Based on 262 resolved cases, 2023–2026

Rejection Statute Breakdown

12.9%
§101 Eligibility
2.5%
§102 Novelty
79.2%
§103 Obviousness
2.6%
§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) Non-Final OA Hitachi, 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 Non-Final OA 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.
17688528 SEMANTIC-AWARE RULE-BASED RECOMMENDATION FOR PROCESS MODELING Non-Final OA SAP SE
18116859 METHOD AND SYSTEM OF CREATING BALANCED DATASET Non-Final OA L&T TECHNOLOGY SERVICES LIMITED
18353071 SYSTEMS AND METHODS FOR ACTIVE ALGORITHM TRAINING IN A ZERO-TRUST ENVIRONMENT Non-Final OA BeeKeeperAI, Inc.
18133755 UNSUPERVISED PATTERN DISCOVERY USING DYNAMIC GRAPH EMBEDDINGS Non-Final OA Raytheon Company
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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