Prosecution Insights
Prosecution Insights
Tech Center 2100 • Art Units: 2126
This examiner grants 7% of resolved cases
Examiner DEVAN KAPOOR is assigned to Tech Center 2100 and Art Unit 2126. The examiner has 14 resolved cases, which offers an initial view into the prosecution environment for this docket. While the 14 resolved cases provide more data than a nascent profile, the sample size remains small compared to more senior examiners.
The allowance rate is 7.1 percent. This 7.1 percent rate indicates a challenging path to grant, with a high proportion of cases resulting in abandonment. The interview lift is 11.1 percent, which suggests that interviews may provide a significant relative improvement in the chances of success compared to the 7.1 percent baseline. Given the low 7.1 percent rate, the 11.1 percent lift is a critical factor for practitioners to consider.
The median days to allowance is 1583. This 1583 day timeframe is notably long, reflecting the extended effort required to secure an allowance in Art Unit 2126. Practitioners should prepare for a prolonged prosecution cycle when facing the 7.1 percent allowance rate. The 1583 days to allowance serves as a primary indicator of the temporal investment needed for applications in Tech Center 2100.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18665288 | PROGRAMMATIC ANALYSIS AND MONITORING OF PIPELINED MACHINE LEARNING PROCESSES IN DISTRIBUTED COMPUTING ENVIRONMENTS | Non-Final OA | The Toronto-Dominion Bank |
| 19186477 | AUTOMATED ARTIFICIAL INTELLIGENCE PROMPTING AND INCIDENT SUMMARIZATION | Final Rejection | Assured Insurance Technologies, Inc. |
| 18276809 | ANALYSIS DEVICE, ANALYSIS METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUM HAVING PROGRAM STORED THEREON | Final Rejection | NEC Corporation |
| 17826873 | Neural Network Search Method, Apparatus, And Device | Non-Final OA | HUAWEI TECHNOLOGIES CO., LTD. |
| 17825788 | Unsupervised Anomaly Detection With Self-Trained Classification | Non-Final OA | Google LLC |
| 19114953 | SEMI-SUPERVISED SYSTEM FOR DOMAIN SPECIFIC SENTIMENT LEARNING | Non-Final OA | Visa International Service Association |
| 18229272 | System, Method, Computer Program Product for Operating a Gated Multilayer Perceptron Machine Learning Model Architecture | Final Rejection | Visa International Service Association |
| 18248760 | PREDICTION METHOD, PREDICTION APPARATUS AND PROGRAM | Final Rejection | NIPPON TELEGRAPH AND TELEPHONE CORPORATION |
| 17701745 | PLATFORM-AWARE TRANSFORMER-BASED PERFORMANCE PREDICTION | Final Rejection | MediaTek Inc. |
| 17721703 | Multimode Conversational Agent using a Pattern-Completion Engine | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18155471 | METHOD AND APPARATUS FOR PREDICTING FUTURE STATE AND RELIABILITY BASED ON TIME SERIES DATA | Final Rejection | ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE |
| 18900262 | CORRELATION BASED DATA EXTRACTION USING MACHINE LEARNING | Non-Final OA | ADP, Inc. |
| 18358502 | HYPERGRAPH REPRESENTATION LEARNING | Final Rejection | ADOBE INC. |
| 17509926 | SCALABLE AND DISTRIBUTED MACHINE LEARNING FRAMEWORK WITH UNIFIED ENCODER (SULU) | Final Rejection | California Institute of Technology |
| 18075991 | MATHEMATICAL MODEL TRAINING METHOD | Non-Final OA | Rakuten Group, Inc. |
| 17994991 | TRAINING A CLASSIFIER TO DETECT OPEN VEHICLE DOORS | Final Rejection | Waymo LLC |
| 18427273 | SYSTEM AND METHOD FOR DOMAIN GENERALIZATION AND APPLICATIONS THEREOF | Non-Final OA | YAHOO ASSETS LLC |
| 18663521 | SOFTWARE DEPLOYMENT PIPELINE GENERATION USING GENERATIVE ARTIFICIAL INTELLIGENCE | Non-Final OA | Dell Products L.P. |
| 17576851 | Probabilistic Loss Function Based Machine Learning System | Final Rejection | Dell Products L.P. |
| 18545217 | HIERARCHICAL FRAMING TRANSFORMER FOR ACTIVITY DETECTION | Non-Final OA | SRI International |
| 17625361 | TRAINING A NEURAL NETWORK TO CONTROL AN AGENT USING TASK-RELEVANT ADVERSARIAL IMITATION LEARNING | Final Rejection | DeepMind Technologies Limited |
| 18189039 | MACHINE LEARNING MODEL TRAINING FOR IMPROVING ANOMALY DETECTION | Final Rejection | UnitedHealth Group Incorporated |
| 17547158 | METHOD AND SYSTEM FOR BIT QUANTIZATION OF ARTIFICIAL NEURAL NETWORK | Non-Final OA | DEEPX CO., LTD. |
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