Listed by the USPTO as MULLINAX, CLINT LEE
Tech Center 2100 • Art Units: 2123 2143
This examiner grants 47% of resolved cases
MULLINAX, CLINT LEE is assigned to Technology Center 2100 and Art Unit 2123. The profile includes 133 resolved cases, an allowance rate of 47.4%, and a median time to allowance of 1687 days. Interview lift is 37.1%. The data indicates a lengthy median prosecution period and a meaningful association between interviews and allowance outcomes, while the case volume supports preliminary rather than conclusive pattern analysis.
The listed companies are International Business Machines Corporation, Apple Inc., and Robert Bosch GmbH. The firms are ARENTFOX SCHIFF LLP, BIRCH STEWART KOLASCH & BIRCH, LLP, and Foley & Lardner LLP. Counsel can use these organizations to find comparable applications and response approaches. An interview may deserve early consideration, but the lower allowance rate supports maintaining a detailed written record and developing claim amendments that address both technical and legal issues directly.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18390452 | ARTIFICIAL INTELLIGENCE CONTROLLER THAT PROCEDURALLY TAILORS ITSELF TO AN APPLICATION | Final Rejection | Apple Inc. |
| 18476076 | METHOD FOR TRAINING A MACHINE LEARNING MODEL | Non-Final OA | Robert Bosch GmbH |
| 17493442 | Systems And Methods For Parameter Sharing To Reduce Computational Costs Of Training Machine-Learned Models | Final Rejection | Google LLC |
| 18196226 | MICRORING-BASED PROGRAMMABLE COHERENT OPTICAL NEURAL NETWORK | Final Rejection | Toyota Motor Engineering & Manufacturing North America, Inc. |
| 17990125 | Neural Network Construction Method and System | Final Rejection | Huawei Technologies Co., Ltd. |
| 18633583 | MACHINE LEARNING METHOD AND INFORMATION PROCESSING APPARATUS | Non-Final OA | Fujitsu Limited |
| 17502847 | SAMPLE GENERATION METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUM | Non-Final OA | Tencent Technology (Shenzhen) Company Limited |
| 18633130 | EMPOWERING DIGITAL HUMAN COMPANIONS WITH EMPATHY AND TRUST BASED CONNECTION POINTS | Non-Final OA | International Business Machines Corporation |
| 18090418 | MULTIMODAL MACHINE LEARNING FOR GENERATING THREE-DIMENSIONAL AUDIO | Final Rejection | International Business Machines Corporation |
| 18097172 | INCREMENTAL CHANGE POINT DETECTION METHOD WITH DEPENDENCY CONSIDERATIONS | Non-Final OA | Hitachi, Ltd. |
| 18157168 | WARM UP TABLE FOR FAST REINFORCEMENT LEARNING MODEL TRAINING | Non-Final OA | Dell Products L.P. |
| 17818506 | REGULARIZING TARGETS IN MODEL DISTILLATION UTILIZING PAST STATE KNOWLEDGE TO IMPROVE TEACHER-STUDENT MACHINE LEARNING MODELS | Non-Final OA | Adobe Inc. |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy47.4% of resolved applications examined by Clint Lee Mullinax were allowed (133 resolved cases), compared with 38.8% across Art Unit 2123 over the last five years.
This examiner's interview lift is +37.1 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Clint Lee Mullinax took 1,687 days on average from filing to allowance.
Clint Lee Mullinax examines applications in Art Unit 2123 in Tech Center 2100 (Computing & Software).
