Prosecution Insights
Last updated: May 29, 2026

Examiner: GALVIN-SIEBENALER, PAUL MICHAEL

Tech Center 2100 • Art Units: 2147

This examiner grants 33% of resolved cases

Performance Statistics

33.3%
Allow Rate
-21.7% vs TC avg
43
Total Applications
+0.0%
Interview Lift
1410
Avg Prosecution Days
Based on 6 resolved cases, 2023–2026

Rejection Statute Breakdown

0%
§101 Eligibility
2.5%
§102 Novelty
97.5%
§103 Obviousness
0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17646015 EFFICIENT SEMI-AUTOMATIC UNIT TESTING OF VERY LARGE MACHINE MODELS Non-Final OA Dell Products L.P.
17902632 METHOD AND SYSTEM FOR SPLITTING AND BIT-WIDTH ASSIGNMENT OF DEEP LEARNING MODELS FOR INFERENCE ON DISTRIBUTED SYSTEMS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18203888 GROUP RECOMMENDATION BASED ON TOPIC CLUSTERING Non-Final OA Microsoft Technology Licensing, LLC
18325790 PERFORMING DYNAMIC SPARSE COMPUTATION ON DENSE COMPUTATION-EFFICIENT COMPUTING DEVICES Non-Final OA Microsoft Technology Licensing, LLC
17786006 PRIVACY PRESERVING MACHINE LEARNING VIA GRADIENT BOOSTING Non-Final OA Google LLC
18067852 PRECOMPUTED EXPLANATION SCORES Final Rejection International Business Machines Corporation
17540660 PRIVACY-PRESERVING CLASS LABEL STANDARDIZATION IN FEDERATED LEARNING SETTINGS Non-Final OA International Business Machines Corporation
18125553 SPIKE NEURAL NETWORK CIRCUIT Non-Final OA Electronics and Telecommunications Research Institute
17965393 ELECTRIC DEVICE CONFIGURED TO SUPPORT HIGH SPEED INTERFACE FOR EXPANDING NEURAL NETWORK Final Rejection Electronics and Telecommunications Research Institute
17982386 NEURAL NETWORK COMPUTATION TECHNIQUE Final Rejection NVIDIA Corporation
17232771 INHERITED MACHINE LEARNING MODEL Non-Final OA AT&T Intellectual Property I, L.P.
18075277 SYSTEMS AND METHODS FOR TRAINING A MACHINE LEARNING MODEL FOR MOOD PREDICTION Final Rejection HERE GLOBAL B.V.
18038178 METHOD OF AND SYSTEM FOR ADAPTING MULTIPLE TRAINED MACHINE LEARNING MODELS ON UNLABELLED DATASET Non-Final OA IMAGIA CYBERNETICS INC.
18094701 DISTRIBUTED NEURAL NETWORK COMMUNICATION SYSTEM Non-Final OA INQ. HOLDING LIMITED
17923452 ARTIFICIAL-INTELLIGENCE-BASED E-COMMERCE SYSTEM AND METHOD FOR MANUFACTURERS, SUPPLIERS, AND PURCHASERS Non-Final OA 10644137 CANADA INC.

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