Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2126 2168 4100
This examiner grants 78% of resolved cases
Syed Rayhan Ahmed operates within Tech Center 4100 and Art Unit 2126. The examiner has handled 22 resolved cases to date. The data reveals an allowance rate of 77.3 percent for these applications. This rate provides an indication of the examiner's tendency toward granting patents for the cases that reach a final resolution.
The interview lift for this examiner is 25.2 percent. This is an increase, suggesting that interviews are a tool in this examiner's practice. Practitioners should consider scheduling interviews to address examiner concerns, as the 25.2 percent lift indicates a correlation between direct communication and successful outcomes in Art Unit 2126.
The median days to allowance is 1516, which is a duration for the prosecution process. This timeframe suggests that applications may undergo several rounds of review before reaching an allowance. With 22 resolved cases, the data reflects a set of outcomes in Tech Center 4100. These metrics allow practitioners to set expectations for both the probability of success and the time required.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 17738555 | DEVICE AND COMPUTER IMPLEMENTED METHOD FOR AUTOMATICALLY GENERATING NEGATIVE SAMPLES FOR TRAINING KNOWLEDGE GRAPH EMBEDDING MODELS | Final Rejection | Robert Bosch GmbH |
| 18313189 | CROSS-PLATFORM DISTILLATION FRAMEWORK | Final Rejection | Google LLC |
| 18070923 | METHODS FOR TRAINING AND USING AN ARTIFICIAL NEURAL NETWORK TO IDENTIFY A PROPERTY VALUE, AND SYSTEM THEREOF | Final Rejection | ORANGE |
| 17897760 | EXTRACTING AND TRANSFERRING FEATURE REPRESENTATIONS BETWEEN MODELS | Non-Final OA | Snowflake Inc. |
| 18733403 | ACCURATE AND SCALABLE APPROXIMATE NEAREST NEIGHBOR SEARCH (ANNS)-BASED TRAINING OF EXTREME CLASSIFIERS | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18384314 | CHARACTERIZING ACTIVATION SPACES IN NEURAL NETWORKS USING COMPRESSED HISTOGRAMS | Non-Final OA | International Business Machines Corporation |
| 18454882 | TRAINING A CONTEXT-AWARE CHATBOT | Final Rejection | International Business Machines Corporation |
| 18194336 | METHOD AND APPARATUS FOR JOINT TRAINING LOGISTIC REGRESSION MODEL | Final Rejection | ALIPAY (HANGZHOU) INFORMATION TECHNOLOGY CO., LTD. |
| 18754007 | INTEGRATING EVOLUTIONARY ALGORITHMS AND REINFORCEMENT LEARNING | Non-Final OA | NVIDIA Corporation |
| 17592186 | ENHANCING NEURAL-BASED PREDICTION OF MULTI-DIMENSIONAL DATA VIA INFLUENCE AND DATA AUGMENTATION | Final Rejection | ADOBE INC. |
| 18250436 | METHOD, SYSTEM AND COMPUTER PROGRAM PRODUCT FOR PROVIDING INSIGHTS ON USER DESIRABILITY | Non-Final OA | SPG DRY COOLING BELGIUM SRL |
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