Prosecution Insights
Prosecution Insights
Tech Center 2100 • Art Units: 2125 2126 2141
This examiner grants 28% of resolved cases
Ishan NMN Moundi is an examiner in Tech Center 2100 and Art Unit 2125. He has 29 resolved cases, with an allowance rate of 27.6 percent. The median days to allowance is 1495. These figures indicate a challenging environment for applicants and a very long timeframe for prosecution.
The interview lift is 47.6 percent, which is a high value. This suggests that interviews are effective in Art Unit 2125 for this examiner compared to the 27.6 percent baseline. A 47.6 percent lift can significantly improve the chances of success despite the low overall allowance rate.
The 29 resolved cases provide a view of the examiner's tendencies. The allowance rate and 1495 day median are critical for managing expectations. The interview lift is a key strategic insight for practitioners looking to improve their results and navigate the requirements of this specific unit.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 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 | Final Rejection | Samsung Electronics Co., Ltd. |
| 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. |
| 17979054 | NEURAL NETWORK FEATURE EXTRACTOR FOR ACTOR-CRITIC REINFORCEMENT LEARNING MODELS | Non-Final OA | Robert Bosch GmbH |
| 18664993 | INFORMATION PROCESSING PROGRAM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING APPARATUS | Non-Final OA | Fujitsu Limited |
| 18753935 | DYNAMIC AGENTS WITH REAL-TIME ALIGNMENT | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18612275 | PROCESS FOR CONTROLLING CONTINUOUSLY LEARNING MODELS | Non-Final OA | GE Precision Healthcare 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 |
| 18017163 | METHOD FOR AUTOMATED DETERMINATION OF A MODEL COMPRESSION TECHNIQUE FOR COMPRESSION OF AN ARTIFICIAL INTELLIGENCE-BASED MODEL | Non-Final OA | Siemens Aktiengesellschaft |
| 17985788 | DIVERSIFYING RECOMMENDATIONS BY IMPROVING EMBEDDING GENERATION OF A GRAPH NEURAL NETWORK MODEL | Non-Final OA | Lemon Inc. |
| 18158920 | ADAPTIVE LOOKAHEAD FOR PLANNING AND LEARNING | Non-Final OA | NVIDIA Corporation |
| 18435211 | SYSTEM FOR UNLEARNING DATA WITHIN MACHINE LEARNING-BASED VIRTUAL ASSISTANTS | Non-Final OA | BANK OF AMERICA CORPORATION |
| 18222205 | MULTICOLOR TUNABLE RESERVOIR COMPUTING METHOD AND SYSTEM | Final Rejection | HUAWEI TECHNOLOGIES CANADA CO., LTD. |
| 17913305 | CONFIGURATION OF AN IMPUTER MODEL | Non-Final OA | ASML NETHERLANDS B.V. |
| 18896263 | SYSTEMS AND METHODS FOR GENERATING CUSTOMIZED AI MODELS | Non-Final OA | OpenAI OpCo, LLC |
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