Prosecution Insights
Last updated: May 29, 2026

Examiner: CHUANG, SU-TING

Tech Center 2600 • Art Units: 2122 2125 2146 2625

This examiner grants 50% of resolved cases

Performance Statistics

50.0%
Allow Rate
-12.0% vs TC avg
130
Total Applications
+37.2%
Interview Lift
1648
Avg Prosecution Days
Based on 104 resolved cases, 2023–2026

Rejection Statute Breakdown

11.7%
§101 Eligibility
8.7%
§102 Novelty
75.8%
§103 Obviousness
2.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17496474 ELECTRONIC DEVICE AND CONTROL METHOD THEREOF Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
18103559 DEEP LEARNING ENTITY MATCHING SYSTEM USING WEAK SUPERVISION Non-Final OA Walmart Apollo, LLC
18213061 GENERATIVE ARTIFICIAL INTELLIGENCE FOR EMBEDDINGS USED AS INPUTS TO MACHINE LEARNING MODELS Non-Final OA Microsoft Technology Licensing LLC
18325696 SCATTERING VISION TRANSFORMER Non-Final OA Microsoft Technology Licensing, LLC
18318436 SPARSE ENCODING AND DECODING AT MIXTURE-OF-EXPERTS LAYER Non-Final OA Microsoft Technology Licensing, LLC
18143430 LEARNING GRAPH REPRESENTATIONS USING HIERARCHICAL TRANSFORMERS FOR CONTENT RECOMMENDATION Final Rejection Microsoft Technology Licensing, LLC
17944892 Automated thresholding of binary classification ML models Non-Final OA Google LLC
17751625 COMBINING MATH-PROGRAMMING AND REINFORCEMENT LEARNING FOR PROBLEMS WITH KNOWN TRANSITION DYNAMICS Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18178768 ONTOLOGY-BASED FRAMEWORK FOR INTERPRETABLE FEATURE ENGINEERING Non-Final OA SAP SE
17801779 CLUSTERING DEVICE, CLUSTERING METHOD, AND CLUSTERING PROGRAM Non-Final OA Nippon Telegraph and Telephone Corporation
17337376 STABLE AND EFFICIENT TRAINING OF ADVERSARIAL MODELS BY AN ITERATED UPDATE OPERATION OF SECOND ORDER OR HIGHER Non-Final OA GDM Holding LLC
17190724 SELECTING A NEURAL NETWORK BASED ON AN AMOUNT OF MEMORY Final Rejection NVIDIA Corporation
17225095 SYSTEM AND METHOD OF OUTLIER DETECTION AND NON-TRANSITORY COMPUTER READABLE MEDIUM Final Rejection National Yang Ming Chiao Tung University
18327707 GENERALIZED EVOLUTIONARY TRAINING FRAMEWORKS FOR DEEP NEURAL NETWORKS Non-Final OA Apollo Autonomous Driving USA LLC
17270810 DEEP LEARNING-BASED COREGISTRATION Non-Final OA ARTERYS INC.

Facing This Examiner?

IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.

Build Your Strategy

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month