Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 1754 2124 2147 2174 2177 4100
This examiner grants 63% of resolved cases
James T. Tsai works in Art Unit 1754 within Tech Center 4100, where he has resolved 313 cases. His allowance rate is 63.3%, and the median time to allowance is 1202 days. These figures represent a moderate level of difficulty and a standard timeline for prosecution. The 313 cases resolved suggest that the examiner is consistent in his application of patentability standards.
The most striking data point is the interview lift of 56.9%. This is an exceptionally high lift, indicating that interviews are extremely effective for applications assigned to him. For the 313 cases resolved, an interview appears to be the most impactful action a practitioner can take to improve the 63.3% baseline allowance rate. This lift suggests a high degree of receptiveness to applicant arguments during direct discussions.
The 1202-day median pendency is a key factor for planning prosecution timelines in Tech Center 4100. While the 63.3% allowance rate is solid, the 56.9% interview lift is the most critical metric for success. Practitioners should prioritize interviews to navigate Art Unit 1754 effectively and secure allowances for their clients.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18416163 | ARTIFICIAL INTELLIGENCE DEVICE FOR MULTI-PURPOSE RETRIEVAL FOR KNOWLEDGE BASE QUESTION AND ANSWERING AND CONTROL METHOD THEREOF | Non-Final OA | LG ELECTRONICS INC. |
| 18110323 | Devices, Methods, and Graphical User Interfaces for Accessing System Functions of Computer Systems While Displaying Three-Dimensional Environments | Final Rejection | Apple Inc. |
| 18421231 | SYSTEMS AND METHODS FOR PERSONALIZED FEDERATED LEARNING UNDER BITWIDTH FOR CLIENT RESOURCE AND DATA HETEROGENEITY | Non-Final OA | Toyota Motor Engineering & Manufacturing North America, Inc. |
| 18404069 | INTELLIGENT MODEL TRAINING METHOD AND APPARATUS | Non-Final OA | HUAWEI TECHNOLOGIES CO., LTD. |
| 18561104 | Preventing The Distribution Of Forbidden Network Content With Robustified Detection | Final Rejection | Google LLC |
| 18465705 | Domain-Based Machine-Learned Classifiers | Final Rejection | Google LLC |
| 18571616 | APPARATUS, METHOD, DEVICE AND MEDIUM FOR LOSS BALANCING IN MULTI-TASK LEARNING | Non-Final OA | Intel Corporation |
| 17558744 | MECHANISM FOR POISON DETECTION IN A FEDERATED LEARNING SYSTEM | Final Rejection | Intel Corporation |
| 18358571 | BLOCK-WISE PRUNING OF WEIGHTS IN DEEP NEURAL NETWORK | Non-Final OA | Altera Corporation |
| 18606802 | NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM STORING MACHINE LEARNING EXPLANATION PROGRAM, APPARATUS, AND METHOD | Non-Final OA | FUJITSU LIMITED |
| 18769891 | MOVING APPLICATIONS ON MULTI-SCREEN COMPUTING DEVICE | Final Rejection | Microsoft Technology Licensing, LLC |
| 18511659 | MATURITY STATE-BASED WORKPLACE ACTIVITY ASSIGNMENT USING DIGITAL TWIN-BASED SIMULATION | Non-Final OA | International Business Machines Corporation |
| 18121891 | MODEL-BASED COMPREHENSION OF LOG DATA | Final Rejection | International Business Machines Corporation |
| 18404280 | MODIFYING NEURAL NETWORKS | Non-Final OA | NVIDIA Corporation |
| 18731776 | CONTROL OF SELECTIVE CATALYTIC REDUCTION USING MACHINE LEARNING | Non-Final OA | GE Infrastructure Technology LLC |
| 18358302 | UNIVERSAL AND MACHINE LEARNING MODEL AGNOSTIC CONTROL AND TRACKING | Final Rejection | Optum, Inc. |
| 18192372 | METHOD OF TRAINING AN ARTIFICIAL INTELLIGENCE CIRCUIT, MONITORING METHOD AND SYSTEM FOR MONITORING A RADIO FREQUENCY ENVIRONMENT | Final Rejection | Rohde & Schwarz GmbH & Co. KG |
| 18195115 | SYSTEM AND METHOD FOR IMPROVING MEASUREMENT PERFORMANCE OF CHARACTERIZATION SYSTEMS | Non-Final OA | KLA Corporation |
| 18477817 | ARTIFICIAL INTELLIGENCE ENHANCED KNOWLEDGE FRAMEWORK | Non-Final OA | KPMG LLP |
| 18588749 | HYBRID QUANTUM CLASSICAL CLASSIFICATION SYSTEM FOR CLASSIFYING IMAGES AND TRAINING METHOD | Non-Final OA | Terra Quantum AG |
| 18169458 | INFORMATION PROVISION SYSTEM, METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUM | Non-Final OA | connectome.design Inc. |
| 18401256 | Layer-Based Analog Hardware Realization of Neural Networks | Non-Final OA | PolyN Technology Limited |
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