Prosecution Insights
Last updated: April 19, 2026

Examiner: HAEFNER, KAITLYN RENEE

Tech Center 2100 • Art Units: 2148 2159

This examiner grants 50% of resolved cases

Performance Statistics

50.0%
Allow Rate
-5.0% vs TC avg
36
Total Applications
+66.7%
Interview Lift
1520
Avg Prosecution Days
Based on 4 resolved cases, 2023–2026

Rejection Statute Breakdown

32.6%
§101 Eligibility
13.8%
§102 Novelty
31.1%
§103 Obviousness
22.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17575415 METHODS AND APPARATUS TO IMPLEMENT A RANDOM FOREST Final Rejection General Electric Company
18179778 DATA PROCESSING METHOD AND ELECTRONIC DEVICE Non-Final OA NEC CORPORATION
17891401 AGENT DECISION-MAKING METHOD AND APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18046013 SPATIO-TEMPORAL GRAPH NEURAL NETWORK FOR TIME SERIES PREDICTION Final Rejection Microsoft Technology Licensing, LLC
18009841 ATTENTION NEURAL NETWORKS WITH CONDITIONAL COMPUTATION Final Rejection Google LLC
17536477 USING MACHINE LEARNING FOR MODELING CLIMATE DATA Final Rejection International Business Machines Corporation
18046564 METHOD AND DEVICE FOR REINFORCEMENT LEARNING Final Rejection Robert Bosch GmbH
17638829 Classification of AI Modules Non-Final OA Volkswagen Aktiengesellschaft
18066005 ARTIFICIAL INTELLIGENCE SYSTEM FOR INTEGRITY OPERATING WINDOW OPTIMIZATION Final Rejection HONEYWELL INTERNATIONAL INC.
18038211 PROCESSING METHOD, PROCESSING SYSTEM, AND PROCESSING PROGRAM Non-Final OA NTT. Inc.
17661408 SYSTEMS AND METHODS FOR PROVIDING PREDICTIONS WITH SUPERVISED AND UNSUPERVISED DATA IN INDUSTRIAL SYSTEMS Final Rejection Rockwell Automation Technologies, Inc.
17497507 NEURAL NETWORK DATA REPLACEMENT Non-Final OA Nvidia Corporation
17805920 METHOD AND DEVICE FOR TUNING A HYPERPARAMETER OF A MACHINE-LEARNING ALGORITHM Non-Final OA Volvo Autonomous Solutions AB
18308126 System and Method for Sensing a State of a Device with Continuous-Time Dynamics Non-Final OA Mitsubishi Electric Research Laboratories, Inc.
17648385 MACHINE LEARNING TECHNIQUES USING SEGMENT-WISE REPRESENTATIONS OF INPUT FEATURE REPRESENTATION SEGMENTS Non-Final OA Optum Services (Ireland) Limited
18323492 LIFE PREDICTION METHOD OF ROTARY MULTI-COMPONENT SYSTEM AND RELATED APPARATUS Non-Final OA GUANGDONG UNIVERSITY OF TECHNOLOGY
18096436 GOVERNING PROCESSING STEPS FOR EFFECTIVE MANAGEMENT OF ANALYTIC PIPELINES TO WHICH THEY CONTRIBUTE Non-Final OA CLOUD SOFTWARE GROUP, INC.
17870519 APPARATUS AND METHOD FOR DEVELOPING OBJECT ANALYSIS MODEL BASED ON DATA AUGMENTATION Non-Final OA Urbanbase, Inc.
17544115 DATA PROCESSING METHOD AND APPARATUS BASED ON NEURAL POPULATION CODING, STORAGE MEDIUM, AND PROCESSOR Non-Final OA INFORMATION SCIENCE ACADEMY OF CHINA ELECTRONICS TECHNOLOGY GROUP CORPORATION

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