Prosecution Insights
Last updated: August 18, 2026

Examiner: AGRAWAL, SHISHIR

Tech Center 2100 • Art Units: 2123

This examiner grants 10% of resolved cases

Performance Statistics

9.5%
Allow Rate
-45.5% vs TC avg
47
Total Applications
+18.2%
Interview Lift
1429
Avg Prosecution Days
Based on 21 resolved cases, 2023–2026

Rejection Statute Breakdown

24.5%
§101 Eligibility
6.1%
§102 Novelty
39.5%
§103 Obviousness
30.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17659716 GROUPING INPUT VARIABLES IN PREDICTION MODELS Final Rejection TOSHIBA ENERGY SYSTEMS & SOLUTIONS CORPORATION
17303990 ULTRASONIC SYSTEM AND METHOD FOR RECONFIGURING A MACHINE LEARNING MODEL USED WITHIN A VEHICLE Final Rejection Robert Bosch GmbH
18544940 GAN TRAINING METHOD, MACHINE LEARNING SYSTEM, AND COMMUNICATION APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
17759168 COMMUNICATION SYSTEM BASED ON NEURAL NETWORK MODEL, AND CONFIGURATION METHOD THEREFOR Final Rejection NTT DOCOMO, INC.
17625470 KNOWLEDGE BASED INFORMATION MODELING SERVICE PLATFORM FOR AUTONOMOUS SYSTEMS Non-Final OA Siemens Aktiengesellschaft
17825303 INTENT RECOGNITION MODEL TRAINING AND INTENT RECOGNITION METHOD AND APPARATUS Final Rejection BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD.
17655487 Method and system for training a neural network for improving adversarial robustness Final Rejection Mitsubishi Electric Research Laboratories, Inc.
18067096 INPUT GENERATION FOR MULTIMODAL LEARNING BASED MACHINE LEARNING MODELS Final Rejection SAP SE
17756373 INFERENCE DEVICE, INFERENCE METHOD AND INFERENCE PROGRAM FOR ANALYZING MANUFACTURING TIME-SERIES DATA USING A PLURALITY OF NETWORK SECTIONS Final Rejection Tokyo Electron Limited
17850764 SYSTEM AND METHOD FOR CAPACITY PLANNING FOR DATA AGGREGATION USING SIMILARITY GRAPHS Final Rejection Dell Products L.P.
17647628 UNKNOWN OBJECT CLASSIFICATION FOR UNSUPERVISED SCALABLE AUTO LABELLING Final Rejection Dell Products L.P.
18712765 IDENTIFYING DEVIATING MODULES FROM A REFERENCE POPULATION FOR MACHINE DIAGNOSTICS Non-Final OA ASML NETHERLANDS B.V.

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