Listed by the USPTO as LI, LIANG Y
Tech Center 2100 • Art Units: 2143 2156
This examiner grants 62% of resolved cases
LI, LIANG Y is assigned to Tech Center 2100 and Art Unit 2143. The record contains 287 resolved cases, a 62.0% allowance rate, and a median of 1219 days to allowance. Interviews show a 68.3% lift, indicating a strong association that may make interview preparation particularly useful when applicants have a focused response to the examiner's concerns.
Representative companies include International Business Machines Corporation, Capital One Services LLC, and LG Electronics Inc. The leading firms are NIXON & VANDERHYE, PC, BakerHostetler, and CANTOR COLBURN LLP. The profile supports coordinating interviews with detailed written amendments and budgeting for prosecution that may continue over an extended period.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18464179 | SYSTEMS AND METHODS FOR GENERATING SYNTHETIC TRAINING DATA | Final Rejection | Capital One Services, LLC |
| 18207520 | METHOD AND DEVICE FOR DOMAIN GENERALIZED INCREMENTAL LEARNING UNDER COVARIATE SHIFT | Final Rejection | LG ELECTRONICS INC. |
| 18417947 | Heterogeneous Federated Learning Via Multi-Directional Knowledge Distillation | Non-Final OA | Google LLC |
| 17409188 | SYSTEMS AND METHODS FOR DYNAMIC CHOICE FILTERING | Non-Final OA | Toyota Research Institute, Inc. |
| 17606808 | ROBUSTNESS SETTING DEVICE, ROBUSTNESS SETTING METHOD, STORAGE MEDIUM STORING ROBUSTNESS SETTING PROGRAM, ROBUSTNESS EVALUATION DEVICE, ROBUSTNESS EVALUATION METHOD, STORAGE MEDIUM STORING ROBUSTNESS EVALUATION PROGRAM, COMPUTATION DEVICE, AND STORAGE MEDIUM STORING PROGRAM | Final Rejection | NEC Corporation |
| 18098611 | OFFLOADING KNOWLEDGE BASE CREATION | Non-Final OA | Beijing Youzhuju Network Technology Co., Ltd. |
| 18189191 | ENERGY-EFFICIENT CAPACITANCE EXTRACTION METHOD BASED ON MACHINE LEARNING | Final Rejection | ZHEJIANG UNIVERSITY |
| 18477760 | DYNAMIC PROMPT CREATION FOR LARGE LANGUAGE MODELS | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18620334 | SYSTEMS AND METHODS FOR SECURITY-AWARE LARGE LANGUAGE MODEL TRAINING AND MODEL MANAGEMENT | Non-Final OA | Palantir Technologies Inc. |
| 18625323 | SUSTAINABLE MEMORY RECALL FOR NEURAL NETWORKS | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18329651 | RECONCILIATION OF TIME SERIES FORECASTS | Final Rejection | International Business Machines Corporation |
| 18327156 | SYSTEMS AND METHODS FOR IDENTIFYING MARKOV DECISION PROCESS SOLUTIONS | Final Rejection | International Business Machines Corporation |
| 18183289 | DYNAMIC MESSAGING TO MULTIPLE VIEWERS | Final Rejection | International Business Machines Corporation |
| 17477194 | MODEL UPDATE DETERMINATION | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17400900 | ENVIRONMENT AGNOSTIC INVARIANT RISK MINIMIZATION FOR CLASSIFICATION OF SEQUENTIAL DATASETS | Non-Final OA | International Business Machines Corporation |
| 17700944 | HARDWARE ACCELERATION OF REINFORCEMENT LEARNING WITHIN NETWORK DEVICES | Final Rejection | Mellanox Technologies, Ltd. |
| 18330541 | TRAINING AND OPERATING NEURAL NETWORK BASED RANKING MODEL | Final Rejection | City University of Hong Kong |
| 18690166 | ANOMALOUS ACTIVITY MITIGATION | Non-Final OA | BRITISH TELECOMMUNICATIONS PUBLIC LIMITED COMPANY |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy62.0% of resolved applications examined by Liang Y Li were allowed (287 resolved cases), compared with 50.4% across Art Unit 2143 over the last five years.
This examiner's interview lift is +68.3 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Liang Y Li took 1,219 days on average from filing to allowance.
Liang Y Li examines applications in Art Unit 2143 in Tech Center 2100 (Computing & Software).
