Prosecution Insights
Last updated: May 29, 2026

Examiner: LEY, SALLY THI

Tech Center 2100 • Art Units: 2123 2147

This examiner grants 19% of resolved cases

Performance Statistics

19.4%
Allow Rate
-35.6% vs TC avg
69
Total Applications
+33.3%
Interview Lift
1722
Avg Prosecution Days
Based on 36 resolved cases, 2023–2026

Rejection Statute Breakdown

10.3%
§101 Eligibility
3.8%
§102 Novelty
83.2%
§103 Obviousness
2.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
19349743 SYSTEM AND METHOD FOR EVALUATING ARTIFICIAL INTELLIGENCE AGENTS DEPLOYED IN AN ENTERPRISE COMPUTING ENVIRONMENT Final Rejection KPMG LLP
16926534 PEER-TO-PEER TRAINING OF A MACHINE LEARNING MODEL Final Rejection The Regents of the University of California
18327192 MULTIMODAL DEEP LEARNING WITH BOOSTED TREES Non-Final OA International Business Machines Corporation
16950017 DATA PARTITIONING WITH NEURAL NETWORK Non-Final OA International Business Machines Corporation
16568292 SYSTEM AND METHOD FOR A RECOMMENDER USING DEEP REINFORCEMENT LEARNING AND Q-LEARNING BASED ON USER ATIRIBUTES Non-Final OA International Business Machines Corporation
18077116 METHOD AND APPARATUS FOR SYNCHRONIZING NEUROMORPHIC PROCESSING UNITS Non-Final OA ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
17957570 SYSTEM AND METHOD FOR DEEP LEARNING-BASED SOUND PREDICTION USING ACCELEROMETER DATA Final Rejection Robert Bosch GmbH
17234118 OBJECT CLASSIFICATION WITH CONTENT AND LOCATION SENSITIVE CLASSIFIERS Final Rejection Robert Bosch GmbH
17077114 METHOD OF MACHINE-LEARNING BY COLLECTING FEATURES OF DATA AND APPARATUS THEREOF Final Rejection Lunit Inc.
17115631 NEURAL NETWORK SCHEDULER Non-Final OA NVIDIA Corporation
18096021 METHOD AND APPARATUS FOR LEARNING GRAPH REPRESENTATION FOR OUT-OF-DISTRIBUTION GENERALIZATION, DEVICE AND STORAGE MEDIUM Non-Final OA Tsinghua University
17677009 COMPRESSING INFORMATION IN AN END NODE USING AN AUTOENCODER NEURAL NETWORK Non-Final OA Silicon Laboratories Inc.
17729097 MACHINE-LEARNING SYSTEM AND METHOD FOR PREDICTING EVENT TAGS Final Rejection Accenture Global Solutions Limited
17656644 Computer Security Systems and Methods Using Self-Supervised Consensus-Building Machine Learning Final Rejection Bitdefender IPR Management Ltd.
17645517 MACHINE-LEARNING TECHNIQUES FOR TIME-DELAY NEURAL NETWORKS Non-Final OA EQUIFAX INC.
17294430 Spiking Neural Network Final Rejection Innatera Nanosystems B.V.
17619240 MACHINE LEARNING-BASED ANOMALY DETECTION Non-Final OA YISSUM RESEARCH DEVELOPMENT COMANY OF THE HEBREW UNIVERSITY OF JERUSALEM LTD.

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