Listed by the USPTO as WERNER, MARSHALL L
Tech Center 2100 • Art Units: 2122 2125 2152
This examiner grants 66% of resolved cases
WERNER, MARSHALL L is a USPTO patent examiner in Tech Center 2100 and Art Unit 2122. The record includes 219 resolved cases and a 65.8% allowance rate. The median time to allowance is 1386 days. Interviews show a 41.3% lift, indicating that examiner interaction may substantially improve the allowance outcome. Applicants should consider an interview when they can present a focused claim strategy and explain why the proposed limitations address the cited references.
The leading companies are International Business Machines Corporation, Huawei Technologies Co., Ltd., and Samsung Electronics Co., Ltd. The leading firms are Womble Bond Dickinson US LLP, Harrity & Harrity , LLP, and Cherson Feldenkrais IP Law Firm LLP. The technology mix is concentrated in computing and communications. The long timeline supports early planning for amendments, interviews, and possible continuation activity.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18554517 | METHODS FOR TRANSFER LEARNING IN CSI-COMPRESSION | Final Rejection | Telefonaktiebolaget LM Ericsson (publ) |
| 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. |
| 18297850 | MANAGEMENT APPARATUS, PROCESSING SYSTEM, MANAGEMENT METHOD, AND ARTICLE MANUFACTURING METHOD | Final Rejection | CANON KABUSHIKI KAISHA |
| 18237331 | QUANTUM ERROR CORRECTION USING NEURAL NETWORKS | Final Rejection | Google LLC |
| 18481164 | LEARNING LATENT-SPACE BARRIER FUNCTIONS FROM SAFE DEMONSTRATIONS | Final Rejection | TOYOTA RESEARCH INSTITUTE, INC. |
| 17967650 | TRANSFER MODEL TRAINING METHOD AND APPARATUS, AND FAULT DETECTION METHOD AND APPARATUS | Final Rejection | Huawei Technologies Co., Ltd. |
| 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. |
| 18500014 | PRE-PROCESSING FOR DEEP NEURAL NETWORK COMPILATION USING GRAPH NEURAL NETWORKS | Final Rejection | QUALCOMM Incorporated |
| 18765042 | SYSTEMS AND METHODS FOR DYNAMIC DATA OPERATIONS MODELLING | Non-Final OA | ROYAL BANK OF CANADA |
| 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 |
| 18298791 | DUAL-MOMENTUM GRADIENT OPTIMIZATION WITH REDUCED MEMORY REQUIREMENTS | Final Rejection | Microsoft Technology Licensing, LLC |
| 18498273 | SYNTHESIS OF QUANTUM CIRCUITS FOR PREPARING SUPERPOSED STATES | Final Rejection | International Business Machines Corporation |
| 18463240 | REINFORCED LEARNING FOR QUANTUM DESIGN | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18236047 | FREQUENCY CONTROL AND TUNING OF MODULAR DEVICES | 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 |
| 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. |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy65.8% of resolved applications examined by Marshall L Werner were allowed (219 resolved cases), compared with 31.6% across Art Unit 2122 over the last five years.
This examiner's interview lift is +41.3 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Marshall L Werner took 1,386 days on average from filing to allowance.
Marshall L Werner examines applications in Art Unit 2122 in Tech Center 2100 (Computing & Software).
