Prosecution Insights
Prosecution Insights
Tech Center 2100 • Art Units: 2141 2147 2173
This examiner grants 61% of resolved cases
Tan H Tran serves in Tech Center 2100 and Art Unit 2141, with a record of 320 resolved cases. The allowance rate stands at 60.9 percent, indicating the frequency of successful outcomes. These 320 resolved cases offer a data set for understanding the examiner's approach. This volume of cases forms the basis for the current metrics.
The interview lift is 32.6 percent, which highlights the impact of oral advocacy during prosecution. A median days to allowance of 1279 provides a benchmark for the speed of the process. Within Art Unit 2141, these statistics reflect the examiner's typical workflow and decision-making timeline.
For practitioners, the 32.6 percent interview lift is a relevant metric when considering a request for a personal discussion. The 60.9 percent allowance rate and the 1279 median days to allowance are factors for setting realistic goals. Data from Tech Center 2100 suggests a predictable environment for patent applications.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18457960 | AI/ML MODEL MONITORING OPERATIONS FOR NR AIR INTERFACE | Non-Final OA | Samsung Electronics Co., Ltd. |
| 18429285 | Systems and Methods for Providing Continuous-Path and Delete Key Gestures at a Touch-Sensitive Keyboard | Final Rejection | Apple Inc. |
| 18288217 | ESTIMATION DEVICE, ESTIMATION METHOD, AND RECORDING MEDIUM | Final Rejection | NEC Corporation |
| 17791369 | INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND RECORDING MEDIUM | Final Rejection | NEC Corporation |
| 18587614 | ACTIVATION-BASED QUANTIZATION OF MACHINE LEARNING MODEL PARAMETERS | Non-Final OA | Snap Inc. |
| 17461808 | NEURAL NETWORK DEVICE AND LEARNING METHOD | Non-Final OA | KABUSHIKI KAISHA TOSHIBA |
| 18345904 | NEURAL NETWORK TRAINING METHOD AND RELATED APPARATUS | Final Rejection | HUAWEI TECHNOLOGIES CO., LTD. |
| 18371587 | COLLABORATIVE LEARNING WITH FULL MODEL ALIGNMENT | Final Rejection | Robert Bosch GmbH |
| 18341397 | Adaptive Learning Rates for Training Adversarial Models with Improved Computational Efficiency | Final Rejection | Google LLC |
| 17553290 | TECHNIQUES FOR RANKED HYPERPARAMETER OPTIMIZATION | Non-Final OA | Capital One Services, LLC |
| 17792583 | INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAM | Final Rejection | SONY GROUP CORPORATION |
| 18844434 | PATTERN-BASED OPTIMIZATION OF LIGHTING SYSTEM COMMISSIONING | Non-Final OA | SIGNIFY HOLDING B.V. |
| 17612241 | Method for Making a Neural Network More Robust in a Function-Specific Manner | Non-Final OA | Volkswagen Aktiengesellschaft |
| 17832733 | NEURAL NETWORK SYSTEM, NEURAL NETWORK LEARNING METHOD, AND NEURAL NETWORK LEARNING PROGRAM | Final Rejection | FUJITSU LIMITED |
| 18752142 | TASK CREATION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM | Non-Final OA | Beijing Zitiao Network Technology Co., Ltd. |
| 18711192 | CONTROLLING A SWARM OF AGENTS | Final Rejection | BAE SYSTEMS PLC |
| 18686536 | SYSTEM AND METHOD FOR STATISTICAL FEDERATED LEARNING | Non-Final OA | Telefonaktiebolaget LM Ericsson (publ) |
| 18559003 | NEURAL NETWORK LEARNING APPARATUS, NEURAL NETWORK LEARNING METHOD, AND PROGRAM | Non-Final OA | NTT, Inc. |
| 18775643 | PROBABILISTIC NEURAL NETWORK ARCHITECTURE GENERATION | Non-Final OA | Microsoft Technology Licensing, LLC |
| 17551929 | ELECTRONIC DEVICE PERFORMING IMITATION LEARNING FOR BEHAVIOR AND OPERATION METHOD THEREOF | Non-Final OA | ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE |
| 18482670 | ANNOTATING A SYNTAX TREE WITH INFORMATION ON A CONCEPT FOR AN ELEMENT IN THE SYNTAX TREE TO USE TO PROVIDE AN ANSWER TO A QUESTION | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17951870 | ADVERSARIAL ATTACKS FOR IMPROVING COOPERATIVE MULTI-AGENT REINFORCEMENT LEARNING SYSTEMS | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18738425 | PHYSICAL PROPERTY INFORMATION RETRIEVAL SYSTEM, PHYSICAL PROPERTY INFORMATION RETRIEVAL METHOD, AND STORAGE MEDIUM STORING PHYSICAL PROPERTY INFORMATION RETRIEVAL PROGRAM | Non-Final OA | Hitachi High-Tech Corporation |
| 17773100 | EXECUTING ARTIFICIAL INTELLIGENCE AGENTS IN AN OPERATING ENVIRONMENT | Final Rejection | ServiceNow, Inc. |
| 18743768 | SYSTEM AND METHOD FOR LABEL ERROR DETECTION VIA CLUSTERING TRAINING LOSSES | Non-Final OA | The Trustees of Princeton University |
| 18644328 | LARGE LANGUAGE MODELS (LLMS) CACHING VIA DOUBLE VERIFICATION | Non-Final OA | Cisco Technology, Inc. |
| 18782090 | ELECTRONIC SYSTEM FOR AUTOMATICALLY GENERATING RESOURCE DISTRIBUTIONS BASED ON SMS-BASED INSTRUCTIONS USING MACHINE LEARNING | Non-Final OA | BANK OF AMERICA CORPORATION |
| 18885958 | METHOD FOR PROCESSING INFORMATION, INFORMATION PROCESSING SYSTEM AND STORAGE MEDIUM | Non-Final OA | YAMAHA CORPORATION |
| 18711327 | METHOD AND APPARATUS FOR ENTITY ALIGNMENT | Non-Final OA | TSINGHUA UNIVERSITY |
| 18185918 | NEURAL NETWORK PROCESSORS | Non-Final OA | Arm Limited |
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