Prosecution Insights
Prosecution Insights
Tech Center 3600 • Art Units: 2123 2126 2146 2148 2196 3625
This examiner grants 50% of resolved cases
Alvaro Salim Laham Bauzo has a sample of 8 resolved cases in Art Unit 2123. The allowance rate is currently 50.0%, with a median days to allowance of 1387. These figures represent a balanced but lengthy prosecution path in Tech Center 3600. The 8 cases provide an initial look at the examiner's tendencies and the 1387-day timeline for reaching an allowance.
The most striking data point is the 100.0% interview lift. This indicates that every case involving an interview resulted in an allowance, compared to the 50.0% overall rate. Despite the small case count of 8, the 100.0% lift strongly encourages interviewing as a primary strategy. Practitioners should view the interview as a critical step to improve the 50.0% baseline. The 1387-day median pendency suggests that patience is required, but the 100.0% lift offers a clear path to success. Engaging the examiner directly appears to be the most effective way to ensure an application moves toward allowance in Art Unit 2123.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18429690 | METHOD AND ELECTRONIC DEVICE FOR NEURO-SYMBOLIC LEARNING OF ARTIFICIAL INTELLIGENCE MODEL | Non-Final OA | Samsung Electronics Co., Ltd. |
| 18265637 | INFORMATION PROCESSING DEVICE, HYPOTHESIS GENERATION METHOD, PROGRAM, AND RECORDING MEDIUM | Final Rejection | NEC CORPORATION |
| 18598143 | SYSTEMS AND METHODS FOR REDUCING HISTORICAL DATA-BASED BIAS IN MACHINE LEARNING MODELS | Non-Final OA | Verizon Patent and Licensing Inc. |
| 17952848 | DATA PROCESSING METHOD AND DEVICE FOR HYBRID PARALLISM | Non-Final OA | HUAWEI TECHNOLOGIES CO., LTD. |
| 17949745 | METHOD AND SYSTEM FOR AUTOMATIC IMPROVEMENT OF CORRUPTION ROBUSTNESS | Final Rejection | Robert Bosch GmbH |
| 18617709 | MACHINE LEARNING DEVICE, MACHINE LEARNING METHOD, AND NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM EMBODIED THEREON MACHINE LEARNING PROGRAM | Non-Final OA | JVCKENWOOD Corporation |
| 18429585 | SELF-IMPROVING ARTIFICIAL INTELLIGENCE PROGRAMMING | Non-Final OA | QUALCOMM Technologies, Inc. |
| 17516491 | ELECTRONIC SERVICE FILTER OPTIMIZATION | Non-Final OA | PAYPAL, INC. |
| 18010233 | SYSTEMS AND METHODS FOR ENCODING/DECODING A DEEP NEURAL NETWORK | Non-Final OA | Interdigital CE Patent Holdings, SAS |
| 18141141 | INCORPORATING STRUCTURED KNOWLEDGE IN NEURAL NETWORKS | Final Rejection | Microsoft Technology Licensing, LLC |
| 18617767 | DEFENSE AGAINST POISONING GENERATIVE MODELS | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18217091 | COUNTERFACTUAL PREDICTION AND INTERPRETABLE POLICY LEARNING FROM OBSERVATIONAL DATA USING PRESCRIPTIVE RELU NETWORKS | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17679050 | LEARNING APPARATUS, EVALUATION APPARATUS, EVALUATION SYSTEM, LEARNING METHOD, EVALUATION METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM | Final Rejection | Yokogawa Electric Corporation |
| 18478048 | PHYSICAL AUGMENTATION OF PATIENT DATA FOR MEDICAL APPLICATIONS | Non-Final OA | Carl Zeiss Meditec AG |
| 18278473 | CONTINUAL LEARNING NEURAL NETWORK SYSTEM TRAINING FOR CLASSIFICATION TYPE TASKS | Final Rejection | DeepMind Technologies Limited |
| 17746317 | INFORMATION PROCESSING METHOD, INFORMATION PROCESSING APPARATUS, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM | Non-Final OA | Actapio, Inc. |
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