Prosecution Insights
Last updated: October 02, 2026

Examiner: ZENG, WENWEI

Tech Center 4100 • Art Units: 2146 4100

This examiner grants 0% of resolved cases

Performance Statistics

—
Allow Rate
-60.0% vs TC avg
18
Total Applications
—
Interview Lift
0
Avg Prosecution Days
Based on 0 resolved cases, 2023–2026

Rejection Statute Breakdown

36.1%
§101 Eligibility
1.6%
§102 Novelty
59.8%
§103 Obviousness
2.5%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18210967 ELECTRONIC DEVICE FOR DETERMINING INFERENCE DISTRIBUTION RATIO OF ARTIFICIAL NEURAL NETWORK AND OPERATING METHOD OF THE ELECTRONIC DEVICE Final Rejection SAMSUNG ELECTRONICS CO., LTD.
18360234 OPERATIONS RESEARCH AND OPTIMIZATION METHOD, APPARATUS, AND COMPUTING DEVICE Final Rejection HUAWEI CLOUD COMPUTING TECHNOLOGIES CO., LTD.
18424660 BINARIZED TRANSFORMER NEURAL NETWORKS FOR SEQUENCE GENERATION Non-Final OA Google LLC
18424689 NOISE SCHEDULING FOR DIFFUSION NEURAL NETWORKS Non-Final OA Google LLC
18160776 Using Chains of Thought to Prompt Machine-Learned Models Pre-Trained on Diversified Objectives Non-Final OA Google LLC
18664531 QUANTIZATION-AWARE TRAINING FOR MACHINE LEARNING MODEL ADAPTERS Non-Final OA QUALCOMM Incorporated
18494910 ADAPTIVE SAMPLING FOR EQUIVARIANT MACHINE LEARNING MODELS Non-Final OA QUALCOMM Technologies, Inc.
18526561 MONITORING HEALTH OF NETWORK APPLICATION BY COMBINING PREDICTIONS FROM DISPARATE DATA SOURCES Non-Final OA Royal Bank of Canada
18615830 SYSTEMS AND METHODS FOR CONTINUOUS MODEL TRAINING ON A PEER-TO-PEER NETWORK Non-Final OA JPMORGAN CHASE BANK, N.A.
18243514 APPARATUS FOR ESTIMATING UNCERTAINTY OF AN ARTIFICIAL NEURAL NETWORK MODEL AND A METHOD THEREOF Final Rejection KIA CORPORATION
18392732 DATA PROCESSING DEVICE AND DATA PROCESSING METHOD Non-Final OA Mitsubishi Electric Corporation
18590218 GENERATION OF QUANTUM CONTROL PULSES AND RELATED SYSTEMS Non-Final OA Massachusetts Institute of Technology
18633992 TRAINING AND USING AN EXTRACTION MACHINE LEARNING MODEL BASED ON PREDICTING ANNOTATION QUALITY Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18451394 QUESTION ANSWERING SYSTEM WITH USER CONTEXT Final Rejection International Business Machines Corporation
18393357 MACHINE LEARNING MODEL AGGREGATION Non-Final OA Micron Technology, Inc.
18745564 APPARTUS AND METHOD FOR DISTILLING KNOWLEDGE FOR FLOW PREDICTION MODEL Non-Final OA Research & Business Foundation Sungkyunkwan University
18466232 APPARATUSES, METHODS, AND COMPUTER PROGRAM PRODUCTS FOR DATA CONTEXTUALIZATION OF OPERATIONAL TECHNOLOGY ASSETS Non-Final OA Honeywell International Inc.
18648869 NATURAL LANGUAGE INTERFACE FOR PREDICTIVE MODELS Non-Final OA Optum, Inc.
18218368 ANALOG COMPUTATION-IN-MEMORY ENGINE AND DIGITAL COMPUTATION-IN-MEMORY ENGINE TO PERFORM OPERATIONS IN A NEURAL NETWORK Non-Final OA Silicon Storage Technology, Inc.
18303425 SYSTEM AND METHOD FOR USE OF GRAPH NEURAL NETWORKS IN IDENTITY MANAGEMENT ARTIFICIAL INTELLIGENCE SYSTEMS Final Rejection SailPoint Technologies, Inc.

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