Prosecution Insights
Last updated: May 29, 2026

Examiner: MOUNDI, ISHAN NMN

Tech Center 2100 • Art Units: 2126 2141

This examiner grants 17% of resolved cases

Performance Statistics

16.7%
Allow Rate
-38.3% vs TC avg
57
Total Applications
+50.0%
Interview Lift
1551
Avg Prosecution Days
Based on 18 resolved cases, 2023–2026

Rejection Statute Breakdown

0%
§101 Eligibility
4.2%
§102 Novelty
91.7%
§103 Obviousness
4.2%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17744150 DATA PROCESSING APPARATUS AND METHOD FOR DEEP LEARNING INFERENCE FRAMEWORK Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
17738931 SYSTEM AND METHOD FOR TRAINING A NEURAL NETWORK UNDER PERFORMANCE AND HARDWARE CONSTRAINTS Non-Final OA Samsung Electronics Co., Ltd.
17691843 RECOMMENDATION MODEL TRAINING METHOD, SELECTION PROBABILITY PREDICTION METHOD, AND APPARATUS Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
17979817 GRAPH LEARNING ATTENTION MECHANISM Final Rejection International Business Machines Corporation
17985788 DIVERSIFYING RECOMMENDATIONS BY IMPROVING EMBEDDING GENERATION OF A GRAPH NEURAL NETWORK MODEL Final Rejection Lemon Inc.
18157535 DEVICE AND COMPUTER-IMPLEMENTED METHOD FOR OPERATING A MACHINE Non-Final OA Robert Bosch GmbH
18319259 EFFICIENT TRANSFORMER WITH SERIAL COMPOSITION OF MULTI-SCALE MULTI-RANGE ATTENTIONS Non-Final OA QUALCOMM Incorporated
17495489 Trust-Region Method with Deep Reinforcement Learning in Analog Design Space Exploration Final Rejection MediaTek Inc.
18060874 TRAINING OF PREDICTION NETWORK FOR AUTOMATIC CORRELATION OF INFORMATION Final Rejection Salesforce, Inc.
17928644 LEARNING METHOD, LEARNING APPARATUS AND PROGRAM Non-Final OA NTT, Inc.
17597066 DATA PROCESSING METHOD AND DEVICE, STORAGE MEDIUM AND ELECTRONIC DEVICE Non-Final OA ZTE CORPORATION
18222205 MULTICOLOR TUNABLE RESERVOIR COMPUTING METHOD AND SYSTEM Non-Final OA HUAWEI TECHNOLOGIES CANADA CO., LTD.

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