Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2122 2124 2129 2148 4100
This examiner grants 79% of resolved cases
Vincent Gonzales serves in Tech Center 4100 and Art Unit 2122. He has 538 resolved cases. His allowance rate is 78.6 percent. This metric indicates the frequency of successful outcomes for applications reaching a final resolution in this docket.
The interview lift is 11.1 percent. This figure shows that the probability of allowance increases when an interview is held compared to the 78.6 percent baseline. Direct communication is an effective strategy for resolving issues and securing a grant, especially given the 538 resolved cases that support this trend.
The median time to allowance is 1251 days. This duration represents the typical prosecution cycle for granted patents. With 538 resolved cases, these statistics provide a reliable view of the examiner's practice and the impact of procedural interventions, allowing applicants to plan their strategy accordingly.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18605951 | NEURAL NETWORK MODEL OPTIMIZATION METHOD AND RELATED DEVICE | Non-Final OA | HUAWEI TECHNOLOGIES CO., LTD. |
| 17954824 | MANAGEMENT OF FEDERATED LEARNING | Final Rejection | QUALCOMM Incorporated |
| 18626502 | SYSTEM AND METHOD FOR AUTOMATICALLY GENERATING AND PRESENTING INSIGHT DATA IN FORM OF NATURAL LANGUAGE | Non-Final OA | Walmart Apollo, LLC |
| 18605901 | System and Method for Transformation of Discrete Input for Adversarial Robustness | Non-Final OA | Mitsubishi Electric Research Laboratories, Inc. |
| 18467096 | APPARATUS, METHOD, AND COMPUTER PROGRAM FOR TRANSFER LEARNING | Non-Final OA | Nokia Technologies Oy |
| 18101279 | GENERATION AND DEPLOYMENT OF CONTEXT-SPECIFIC MACHINE LEARNING MODELS | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18011047 | PERFORMANCE TESTING FOR ROBOTIC SYSTEMS | Final Rejection | Five AI Limited |
| 18633324 | REDUCED PRECISION NEURAL FEDERATED LEARNING | Non-Final OA | Arm Limited |
| 18411052 | DEVICE AND METHOD FOR AI NEURAL NETWORK SPEED ENHANCEMENT BY IMPLEMENTING NEURAL NETWORK ARCHITECTURE WITH PARTIAL CONVOLUTION | Non-Final OA | The Hong Kong University of Science and Technology |
| 18203152 | CLASSIFICATION OF TRANSACTIONS | Final Rejection | FMR LLC |
| 18156321 | SYSTEMS AND TECHNIQUES FOR MEASURING MODEL SENSITIVITY AND FEATURE IMPORTANCE OF MACHINE LEARNING MODELS | Non-Final OA | GM Cruise Holdings LLC |
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