Listed by the USPTO as HAN, KYU HYUNG
Tech Center 2100 • Art Units: 2123 2124 2144
This examiner grants 41% of resolved cases
HAN, KYU HYUNG has resolved 17 cases in Tech Center 2100 and Art Unit 2123. The allowance rate is 41.2%, and the median time to allowance is 1534 days. The small record limits broad conclusions, but the timing indicates that applicants should account for an extended prosecution process.
The interview lift is 39.4%, providing a meaningful measured reason to evaluate interviews alongside written responses. The listed companies are International Business Machines Corporation, Capital One Services LLC, and Samsung Electronics Co., Ltd. The principal firms are Harrity & Harrity , LLP, CHIP LAW GROUP, and Hanley, Flight and Zimmerman, LLC.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 17664103 | MACHINE LEARNING MODEL FOR RECOMMENDING INTERACTION PARTIES | Final Rejection | Capital One Services, LLC |
| 17339752 | MACHINE LEARNING BASED INTERFERENCE WHITENER SELECTION | Final Rejection | Samsung Electronics Co., Ltd. |
| 17657041 | MORE ROBUST TRAINING FOR ARTIFICIAL NEURAL NETWORKS | Non-Final OA | Robert Bosch GmbH |
| 18668086 | CONSISTENCY EVALUATION FOR DOCUMENT SUMMARIES USING LANGUAGE MODEL NEURAL NETWORKS | Non-Final OA | Google LLC |
| 18062561 | METHOD AND SYSTEM FOR GENERATING TASK-RELEVANT STRUCTURAL EMBEDDINGS FROM MOLECULAR GRAPHS | Final Rejection | Huawei Cloud Computing Technologies Co., Ltd. |
| 17834282 | CONTROL METHOD, COMPUTER-READABLE RECORDING MEDIUM HAVING STORED THEREIN CONTROL PROGRAM, AND INFORMATION PROCESSING DEVICE | Non-Final OA | FUJITSU LIMITED |
| 17543551 | METHOD AND SYSTEM OF HIGHLY EFFICIENT NEURAL NETWORK IMAGE PROCESSING | Final Rejection | Intel Corporation |
| 18783788 | System and Method for Closed-Loop Uncertainty for Human-Machine Teamwork | Non-Final OA | The Government of the United States of America, as represented by the Secretary of the Navy |
| 18596414 | DOMAIN GENERALIZATION FOR MACHINE LEARNING MODELS | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18192613 | OPTIMAL RELAXED CLASSIFICATION TREES | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17772182 | MODEL GENERATION APPARATUS, ESTIMATION APPARATUS, MODEL GENERATION METHOD, AND COMPUTER-READABLE STORAGE MEDIUM STORING A MODEL GENERATION PROGRAM | Non-Final OA | OMRON Corporation |
| 17850754 | SYSTEM AND METHOD FOR REDUCTION OF DATA TRANSMISSION IN DYNAMIC SYSTEMS THROUGH REVISION OF RECONSTRUCTED DATA | Final Rejection | Dell Products L.P. |
| 17914035 | SYSTEM AND METHOD FOR TRAINING A SPARSE NEURAL NETWORK WHILST MAINTAINING SPARSITY | Non-Final OA | DeepMind Technologies Limited |
| 17798111 | LEARNING MACHINE LEARNING INCENTIVES BY GRADIENT DESCENT FOR AGENT COOPERATION IN A DISTRIBUTED MULTI-AGENT SYSTEM | Non-Final OA | DeepMind Technologies Limited |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy41.2% of resolved applications examined by Kyu Hyung Han were allowed (17 resolved cases), compared with 38.8% across Art Unit 2123 over the last five years.
This examiner's interview lift is +39.4 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Kyu Hyung Han took 1,534 days on average from filing to allowance.
Kyu Hyung Han examines applications in Art Unit 2123 in Tech Center 2100 (Computing & Software).
