Prosecution Insights
Prosecution Insights
Tech Center 2100 • Art Units: 2100 2122
This examiner grants 52% of resolved cases
Brian M. Smith has 263 resolved cases in Art Unit 2100. He has an allowance rate of 52.5% and a median days to allowance of 1555. These metrics suggest a moderately difficult and slow process in Tech Center 2100. The 263 cases provide a solid foundation for understanding his examination tendencies.
The interview lift of 36.9% is significant. It indicates that interviews can substantially improve the 52.5% allowance rate and are a productive use of time. Practitioners should use interviews to navigate the 1555-day timeline and increase the chances of a favorable outcome. The 36.9% lift suggests that the examiner is open to verbal arguments, which can help resolve rejections that might otherwise persist through the 1555-day median duration of prosecution.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18196127 | Neural Networks with Local Converging Inputs (NNLCI) for Solving Differential Equations | Non-Final OA | Georgia Tech Research Corporation |
| 18590575 | INFERRED USER INTENTION NOTIFICATIONS | Non-Final OA | GOOGLE LLC |
| 18627086 | MACHINE LEARNING ARTIFICIAL INTELLIGENCE SYSTEM FOR PREDICTING HOURS OF OPERATION | Non-Final OA | Capital One Services, LLC |
| 18524852 | PRIVACY PRESERVING JOINT TRAINING OF MACHINE LEARNING MODELS | Non-Final OA | NEC Corporation |
| 18514069 | HARDWARE IP OPTIMIZED CONVOLUTIONAL NEURAL NETWORK | Final Rejection | Intel Corporation |
| 17211387 | ADVERSE FEATURES NEUTRALIZATION IN MACHINE LEARNING | Final Rejection | PAYPAL, INC. |
| 19303889 | Neural Network Representation Formats | Non-Final OA | Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V. |
| 18597771 | Decentralized Group Privacy in Cross-Silo Federated Learning | Non-Final OA | Oracle International Corporation |
| 18680823 | TRAINING PREDICTIVE MODELS BASED ON REWARD SIGNALS | Non-Final OA | INTUIT INC. |
| 18783342 | METHOD FOR QUESTION-AND-ANSWER PROCESSING, ELECTRONIC DEVICE AND STORAGE MEDIUM | Non-Final OA | Beijing Zitiao Network Technology Co., Ltd. |
| 18713366 | IMPROVING COLLECTIVE PERFORMANCE OF MULTI-AGENTS | Non-Final OA | Telefonaktiebolaget LM Ericsson (publ) |
| 18417351 | APPARATUS & METHOD FOR GENERATING FEATURE EMBEDDINGS | Non-Final OA | Nokia Technologies Oy |
| 18742208 | DATA COLLECTION METHOD AND APPARATUS, FIRST DEVICE, AND SECOND DEVICE | Non-Final OA | VIVO MOBILE COMMUNICATION CO., LTD. |
| 18342113 | INTERVAL-BASED OFFLINE POLICY EVALUATION WITHOUT DATA COVERAGE AND CORRECTLY-SPECIFIED MODELS | Final Rejection | International Business Machines Corporation |
| 17384180 | FEDERATED DATA STANDARDIZATION USING DATA PRIVACY TECHNIQUES | Non-Final OA | International Business Machines Corporation |
| 18324820 | RETROSPECTIVE SENSOR SYSTEMS, DEVICES, AND METHODS | Final Rejection | MEDTRONIC MINIMED, INC. |
| 18227446 | DETECTING ANOMALIES IN DEVICE TELEMETRY DATA USING DISTRIBUTIONAL DISTANCE DETERMINATIONS | Non-Final OA | Dell Products L.P. |
| 18507766 | METHOD FOR PROCESSING GRAPH AND SYSTEM THEREFOR | Non-Final OA | Samsung SDS Co., Ltd. |
| 18431370 | USER SELECTION PREDICTION BASED ON GRAPH NEURAL NETWORK AND USER SELECTION SEQUENCE | Non-Final OA | Home Depot Product Authority, LLC |
| 18602365 | METHOD OF TRAINING ARTIFICIAL INTELLIGENCE MODEL BY USING HARDWARE ACCELERATOR, AND HARDWARE ACCELERATOR AND ELECTRONIC DEVICE FOR PERFORMING THE SAME | Non-Final OA | Korea University Research and Business Foundation |
| 18836930 | ARRANGEMENT AND METHOD FOR MAKING A COUPLING TO A QUBIT | Non-Final OA | IQM FINLAND OY |
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