Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2122 2126 2159 2858 4100
This examiner grants 55% of resolved cases
Michael H. Hoang works in Tech Center 4100 and Art Unit 2122, where he has handled 155 resolved cases. His allowance rate is 54.8%, indicating a moderate level of challenge for applicants. The median days to allowance is 1596, which is a very long timeline for reaching a grant. Practitioners should be prepared for a protracted prosecution process when their applications are assigned to this examiner.
The interview lift pct of 23.1% shows that interviews are a useful tool for increasing the 54.8% allowance rate. This lift suggests that direct communication can be a meaningful factor in overcoming rejections. Given the 1596 median days to allowance, an interview is a highly recommended step for trying to resolve issues more quickly. The 155 resolved cases provide a solid statistical foundation for these conclusions, highlighting the importance of proactive engagement in Art Unit 2122.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18585588 | ANOMALY DETECTION DEVICE, ANOMALY DETECTION METHOD AND COMPUTER PROGRAM PRODUCT | Non-Final OA | KABUSHIKI KAISHA TOSHIBA |
| 18412975 | EFFICIENT MACHINE LEARNING MODEL ARCHITECTURE SELECTION | Non-Final OA | Google LLC |
| 18421416 | SYSTEMS AND METHODS FOR MODEL SELECTION USING HYPERPARAMETER OPTIMIZATION COMBINED WITH FEATURE SELECTION | Non-Final OA | Capital One Services, LLC |
| 18608563 | CONVERSION OF NEURAL NETWORKS BETWEEN DIFFERENT MEMORY LAYOUTS | Non-Final OA | QUALCOMM Incorporated |
| 18220212 | Scalable and Programmable Quantum Control Processor | Non-Final OA | Intel Corporation |
| 18565061 | SYSTEM AND METHOD FOR QUANTIFYING A MENTAL STATE | Final Rejection | Harman International Industries, Incorporated |
| 18470233 | SYSTEMS AND METHODS FOR EFFICIENT TEST-TIME PREDICTION OF MODEL ARBITRARINESS | Final Rejection | JPMORGAN CHASE BANK, N.A. |
| 18394939 | INFORMATION PROCESSING DEVICE, NON-TRANSITORY COMPUTER-READABLE MEDIUM, AND INFORMATION PROCESSING METHOD | Non-Final OA | Mitsubishi Electric Corporation |
| 18663200 | PRIVACY PRESERVING TABULAR LARGE LANGUAGE MODEL | Non-Final OA | Beijing Zitiao Network Technology Co., Ltd. |
| 18591902 | PREDICTING DOCUMENT IMPACT USING A MACHINE LEARNING MODEL | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18590873 | INTELLIGENT METHOD TO OPTIMIZE STRUCTURED RULES | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18536977 | DEPLOYING A NEURAL NETWORK TO A NEW EDGE SERVER IN AN EDGE COMPUTING ENVIRONMENT | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17199918 | ANALYZING AND ENABLING SHIFTS IN GROUP DYNAMICS | Non-Final OA | International Business Machines Corporation |
| 18841863 | DOMAIN KNOWLEDGE UTILIZATION SYSTEM, DOMAIN KNOWLEDGE UTILIZATION METHOD, AND DOMAIN KNOWLEDGE UTILIZATION PROGRAM | Non-Final OA | HITACHI, LTD. |
| 18057883 | TIME-SERIES ANOMALY DETECTION | Final Rejection | Adobe Inc. |
| 18191700 | NEURAL NETWORK LAYER OPTIMIZATION | Final Rejection | TEXAS INSTRUMENTS INCORPORATED |
| 16862976 | CONTENT MANAGEMENT USING ONE OR MORE NEURAL NETWORKS | Final Rejection | Nvidia Corporation |
| 18605580 | Replacing Online Conversations Using Large Language Machine-Learned Models | Non-Final OA | Maplebear Inc. |
| 18436229 | INTELLIGENT STEWARD PLATFORM FOR VALIDATION OF LARGE LANGUAGE MODEL (LLM) OUTPUTS | Non-Final OA | Bank of America Corporation |
| 18439941 | METHOD, ELECTRONIC DEVICE, AND COMPUTER PROGRAM PRODUCT FOR WATERMARK PROCESSING | Non-Final OA | Dell Products L.P. |
| 17564240 | Device of Handling Domain-Agnostic Meta-Learning | Final Rejection | Moxa Inc. |
| 18770217 | DOUBLY-EXPONENTIALLY ACCELERATED PARTICLE METHODS AND SYSTEMS FOR NONLINEAR CONTROL | Non-Final OA | Artificial Genius, Inc. |
| 17848301 | APPLICATION BENCHMARK USING EMPIRICAL HARDNESS MODELS | Non-Final OA | Zapata Computing, Inc. |
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