Prosecution Insights
Prosecution Insights
Tech Center 2100 • Art Units: 2100 2145 2177 2178
This examiner grants 34% of resolved cases
Cesar B. Paula operates in Tech Center 2100 and Art Unit 2100, where he has handled 174 resolved cases. His allowance rate is 33.9%, which indicates a rigorous examination process. The median days to allowance for successful applications is 1647, suggesting a significantly longer prosecution timeline. The data also shows an interview lift of 8.2%.
This positive lift indicates that conducting an interview is associated with a higher probability of securing an allowance. Practitioners should consider this 8.2% lift when planning their strategy, as direct communication may help resolve issues. With 174 resolved cases, the data provides a clear indication of the examiner's tendencies. The combination of a 33.9% allowance rate and a 1647-day timeline suggests that securing a patent under this examiner requires patience and a strong technical case. Interviews appear to be a helpful tool for advancing prosecution. These resolutions offer a stable statistical basis for these observations.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 17673764 | MACHINE LEARNING SYSTEM AND METHOD, INTEGRATION SERVER, INFORMATION PROCESSING APPARATUS, PROGRAM, AND INFERENCE MODEL CREATION METHOD | Final Rejection | FUJIFILM Corporation |
| 17448126 | DEVICE AND METHOD FOR TRAINING A NORMALIZING FLOW USING SELF-NORMALIZED GRADIENTS | Non-Final OA | Robert Bosch GmbH |
| 17448653 | MACHINE LEARNING COMPONENT UPDATE REPORTING IN FEDERATED LEARNING | Non-Final OA | QUALCOMM Incorporated |
| 17810006 | USING SECURE AND RELIABLE BENEFIT-ANALYSIS MATCHMAKING TO SELECT FEDERATED LEARNING CANDIDATES | Non-Final OA | International Business Machines Corporation |
| 17547122 | PERFORMING AUTOMATED TUNING OF HYPERPARAMETERS IN A FEDERATED LEARNING ENVIRONMENT | Non-Final OA | International Business Machines Corporation |
| 17643016 | TRAINING ALGORITHMS FOR ONLINE MACHINE LEARNING | Final Rejection | International Business Machines Corporation |
| 17521440 | PARALLEL PROCESSING FOR COMBINATORIAL OPTIMIZATION | Non-Final OA | NVIDIA Corporation |
| 17477370 | TRAINING OBJECT DETECTION MODELS USING TRANSFER LEARNING | Non-Final OA | NVIDIA Corporation |
| 17726308 | SYSTEM AND METHOD FOR REDUCTION OF DATA TRANSMISSION BY DATA STATISTIC VALIDATION | Non-Final OA | Dell Products L.P. |
| 17506895 | PREDICTION OF IMPACT TO DATA CENTER BASED ON INDIVIDUAL DEVICE ISSUE | Non-Final OA | Dell Products L.P. |
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