Listed by the USPTO as MOUNDI, ISHAN NMN
Tech Center 2100 • Art Units: 2125 2126 2141
This examiner grants 28% of resolved cases
MOUNDI, ISHAN NMN is a USPTO patent examiner in Technology Center 2100 and Art Unit 2125. The profile records 29 resolved cases, an allowance rate of 27.6%, and a median time to allowance of 1495 days. The interview lift is 47.6%, indicating that interviews are associated with a materially different allowance outcome in the reported cases than the overall allowance measure.
The listed companies are Robert Bosch GmbH, International Business Machines Corporation, and Samsung Electronics Co., Ltd. The firms appearing most often are BakerHostetler, Dickinson Wright PLLC - Washington DC, and Harrity & Harrity, LLP. The limited case volume makes file-level review important, but the interview figure supports considering examiner interviews as part of a response plan. The allowance timing also makes early attention to prosecution sequencing useful.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 17744150 | DATA PROCESSING APPARATUS AND METHOD FOR DEEP LEARNING INFERENCE FRAMEWORK | Non-Final OA | SAMSUNG ELECTRONICS CO., LTD. |
| 18157535 | DEVICE AND COMPUTER-IMPLEMENTED METHOD FOR OPERATING A MACHINE | Final Rejection | Robert Bosch GmbH |
| 17979054 | NEURAL NETWORK FEATURE EXTRACTOR FOR ACTOR-CRITIC REINFORCEMENT LEARNING MODELS | Non-Final OA | Robert Bosch GmbH |
| 18301413 | MODEL FEATURE ANALYSIS AND CLUSTERING TOOLS FOR REFINING OUTPUTS OF MACHINE LEARNING MODELS | Final Rejection | The Toronto-Dominion Bank |
| 17691843 | RECOMMENDATION MODEL TRAINING METHOD, SELECTION PROBABILITY PREDICTION METHOD, AND APPARATUS | Final Rejection | HUAWEI TECHNOLOGIES CO., LTD. |
| 18664993 | INFORMATION PROCESSING PROGRAM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING APPARATUS | Non-Final OA | Fujitsu Limited |
| 17985788 | DIVERSIFYING RECOMMENDATIONS BY IMPROVING EMBEDDING GENERATION OF A GRAPH NEURAL NETWORK MODEL | Non-Final OA | Lemon Inc. |
| 18472605 | METHODS, APPARATUSES, DEVICE, AND MEDIUM FOR CONTRASTIVE LEARNING | Final Rejection | Beijing Youzhuju Network Technology Co., Ltd. |
| 18753935 | DYNAMIC AGENTS WITH REAL-TIME ALIGNMENT | Non-Final OA | Microsoft Technology Licensing, LLC |
| 17979817 | GRAPH LEARNING ATTENTION MECHANISM | Non-Final OA | International Business Machines Corporation |
| 17350060 | OPTICAL CHARACTER RECOGNITION TRAINING WITH SEMANTIC CONSTRAINTS | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18896263 | SYSTEMS AND METHODS FOR GENERATING CUSTOMIZED AI MODELS | Non-Final OA | OpenAI OpCo, LLC |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy27.6% of resolved applications examined by Ishan Nmn Moundi were allowed (29 resolved cases), compared with 56.9% across Art Unit 2125 over the last five years.
This examiner's interview lift is +47.6 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Ishan Nmn Moundi took 1,495 days on average from filing to allowance.
Ishan Nmn Moundi examines applications in Art Unit 2125 in Tech Center 2100 (Computing & Software).
