Prosecution Insights
Last updated: October 02, 2026

Examiner: BAKER, EZRA JAMES

Tech Center 2100 • Art Units: 2126

This examiner grants 42% of resolved cases

Performance Statistics

42.3%
Allow Rate
-12.7% vs TC avg
48
Total Applications
+29.8%
Interview Lift
1516
Avg Prosecution Days
Based on 26 resolved cases, 2023–2026

Rejection Statute Breakdown

32.2%
§101 Eligibility
7.7%
§102 Novelty
38.6%
§103 Obviousness
20.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18618238 METHOD AND APPARATUS FOR TRAINING MACHINE LEARNING (ML) APPLICATIONS WITH A NETWORK TRAINING PLATFORM Non-Final OA Samsung Electronics Co., Ltd.
18114777 BARCODE-AWARE OBJECT VERIFICATION Non-Final OA ZEBRA TECHNOLOGIES CORPORATION
17954011 NEURAL DEEP EQUILIBRIUM SOLVER Final Rejection Robert Bosch GmbH
18011636 Modeling of Long-Range Interactions with Reduced Feature Materialization via Lambda Functions Final Rejection Google LLC
17752614 TRAINING A NEURAL NETWORK FOR ACTION RECOGNITION Final Rejection Sony Group Corporation
17370462 FEDERATED TEACHER-STUDENT MACHINE LEARNING Non-Final OA Nokia Technologies Oy
18330452 TERNARY QUANTUM STATE READOUT USING BINARY-OUTCOME MID-CIRCUIT MEASUREMENTS Non-Final OA International Business Machines Corporation
17538989 ORGANIZING SEQUENCES FOR TRANSFORMER COMPUTE Non-Final OA International Business Machines Corporation
18774046 METHOD FOR GENERATING A BEHAVIOR PREDICTION FOR A DEVICE, COMPUTER PROGRAM PRODUCT, COMPUTER-READABLE STORAGE MEDIUM AND ELECTRONIC COMPUTING DEVICE Non-Final OA Siemens Aktiengesellschaft
18617011 OBJECT PROCESSING METHOD, DEVICE, READABLE MEDIUM AND ELECTRONIC DEVICE Non-Final OA BEIJING YOUZHUJU NETWORK TECHNOLOGY CO., LTD.
18051364 GENERATIVE GRAPH MODELING FRAMEWORK Final Rejection ADOBE INC.
17860129 FEDERATED LEARNING METHOD FOR DECISION TREE-ORIENTED HORIZONTAL Non-Final OA ZHEJIANG UNIVERSITY
17398436 HARD EXAMPLE MINING FOR TRAINING A NEURAL NETWORK Final Rejection Waymo LLC
18248805 GENERAL MEDIA NEURAL NETWORK PREDICTOR AND A GENERATIVE MODEL INCLUDING SUCH A PREDICTOR Non-Final OA DOLBY INTERNATIONAL AB
17976084 HARDWARE ARTIFICIAL NEURAL NETWORK (ANN) ANALOG CIRCUIT, AND METHOD OF USING THEREOF Final Rejection TECHNION RESEARCH & DEVELOPMENT FOUNDATION LIMITED
18175800 DYNAMIC QUANTUM INSTRUCTION FILE CUSTOMIZATION Final Rejection Red Hat, Inc.
17708474 NEURAL NETWORK PROCESSING Non-Final OA Arm Limited
17572844 CONVERSATIONAL ARTIFICIAL INTELLIGENCE SYSTEM WITH LIVE AGENT ENGAGEMENT BASED ON AUTOMATED FRUSTRATION LEVEL MONITORING Non-Final OA Dell Products L.P.
18507568 METHOD FOR FAIRNESS-AWARE DATA VALUATION PROCESSING FOR SUPERVISED LEARNING Non-Final OA FEEDZAI - CONSULTADORIA E INOVAÇÃO TECNOLÓGICA, S.A.

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