Prosecution Insights
Prosecution Insights
Tech Center 2100 • Art Units: 2122 2125 2152
This examiner grants 66% of resolved cases
Marshall L. Werner has resolved 218 cases in Art Unit 2122, with an allowance rate of 66.1 percent. The median days to allowance is 1387, indicating a long prosecution timeline in Tech Center 2100. This suggests that applicants should be prepared for multiple rounds of examination and a process that takes 1387 days. The 66.1 percent allowance rate shows a moderate level of receptivity to patent applications.
The interview lift of 40.7 percent is very high. It shows that interviews are an exceptionally effective tool for boosting the 66.1 percent baseline allowance rate. Practitioners should prioritize examiner interviews to overcome rejections and move more efficiently toward a grant. The 40.7 percent lift is a highly significant metric in this profile, suggesting that direct dialogue can resolve many of the issues that contribute to the 1387-day pendency. By leveraging the interview process, applicants can significantly improve their chances of success and potentially shorten the prosecution cycle. The data from 218 cases reflects an examiner who is very open to the collaborative nature of interviews, making them a cornerstone of any successful strategy in Art Unit 2122.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18144100 | DATA MANAGEMENT, REDUCTION AND SAMPLING SCHEMES FOR STORAGE DEVICE FAILURE | Final Rejection | SAMSUNG ELECTRONICS CO., LTD. |
| 17900522 | Method for Optimizing Neural Networks | Non-Final OA | Samsung Electronics Co., Ltd. |
| 18481164 | LEARNING LATENT-SPACE BARRIER FUNCTIONS FROM SAFE DEMONSTRATIONS | Final Rejection | TOYOTA RESEARCH INSTITUTE, INC. |
| 17966568 | SYSTEMS AND METHODS FOR ARTIFICIAL-INTELLIGENCE MODEL TRAINING USING UNSUPERVISED DOMAIN ADAPTATION WITH MULTI-SOURCE META-DISTILLATION | Non-Final OA | HUAWEI TECHNOLOGIES CO., LTD. |
| 17088398 | DEVICE AND METHODS FOR A QUANTUM CIRCUIT SIMULATOR | Final Rejection | Huawei Technologies Co., Ltd. |
| 18297850 | MANAGEMENT APPARATUS, PROCESSING SYSTEM, MANAGEMENT METHOD, AND ARTICLE MANUFACTURING METHOD | Final Rejection | CANON KABUSHIKI KAISHA |
| 18500014 | PRE-PROCESSING FOR DEEP NEURAL NETWORK COMPILATION USING GRAPH NEURAL NETWORKS | Non-Final OA | QUALCOMM Incorporated |
| 18765042 | SYSTEMS AND METHODS FOR DYNAMIC DATA OPERATIONS MODELLING | Non-Final OA | ROYAL BANK OF CANADA |
| 18664202 | SHARED LEARNING ACROSS SEPARATE ENTITIES WITH PRIVATE DATA FEATURES | Non-Final OA | Stripe, LLC |
| 18044661 | INFORMATION PROCESSING APPARATUS AND INFORMATION PROCESSING METHOD | Final Rejection | SONY GROUP CORPORATION |
| 18435374 | Method, System, and Computer Program Product for Training Distributed Machine Learning Models | Non-Final OA | Visa International Service Association |
| 18701935 | CALCULATION DEVICE, CALCULATION METHOD, AND CALCULATION PROGRAM | Non-Final OA | NTT, Inc. |
| 18628705 | PREDICTING IMPLICIT DEVICE PARAMETERS FOR QUANTUM DEVICES USING TRAINED MACHINE LEARNING MODELS | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18463240 | REINFORCED LEARNING FOR QUANTUM DESIGN | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18236047 | FREQUENCY CONTROL AND TUNING OF MODULAR DEVICES | Final Rejection | International Business Machines Corporation |
| 18231657 | CONTINUOUS PRODUCTION PROCESS OPTIMIZATION USING MACHINE LEARNING | Final Rejection | International Business Machines Corporation |
| 17977880 | ATTRIBUTE-BASED CALIBRATION FOR MACHINE LEARNING | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17452287 | AUTOMATED TIME SERIES FORECASTING PIPELINE RANKING | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18746532 | DATA GENERATION | Non-Final OA | BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD. |
| 18228569 | Conditional Loss Function for Training a Multitask Machine Learning Model | Final Rejection | Maplebear Inc. |
| 17226908 | EXECUTION OF APPLICATIONS WITH NEXT BEST MODELS APPLIED TO DATA | Non-Final OA | AT&T Intellectual Property I, L.P. |
| 18176106 | HORIZONTAL FEDERATED REGRESSION RANDOM FOREST WITH SECURE AGGREGATION | Non-Final OA | Dell Products L.P. |
| 18060089 | SYSTEM AND METHOD FOR MANAGING DEPLOYMENT OF RELATED INFERENCE MODELS | Non-Final OA | Dell Products L.P. |
| 16409736 | AI-Based Context Evaluation Engine Apparatuses, Methods and Systems | Final Rejection | FMR LLC |
| 18023623 | GENERATING A KNOWLEDGE BASE FROM MATHEMATICAL FORMULAE IN TECHNICAL DOCUMENTS | Final Rejection | Indian Institute of Science |
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