Prosecution Insights
Prosecution Insights
Tech Center 2100 • Art Units: 2115 2123
This examiner grants 8% of resolved cases
Shishir Agrawal has 24 resolved cases in Art Unit 2115 of Tech Center 2100. The data shows an allowance rate of 8.3% and a median days to allowance of 1465. These 24 cases offer an initial look at the examiner's prosecution style.
The interview lift of 15.4% indicates that verbal engagement provides a benefit compared to the 8.3% baseline allowance rate. Practitioners should consider this 15.4% lift when deciding whether to request an interview to address rejections. The 1465-day median timeline is the current benchmark for pendency with this examiner.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18956147 | Monitoring Machine Learning Models | Non-Final OA | ABB Schweiz AG |
| 18173347 | Proxy Task Design Tools for Neural Architecture Search | Final Rejection | Google LLC |
| 18753945 | DYNAMIC AGENTS WITH REAL-TIME ALIGNMENT | Non-Final OA | Microsoft Technology Licensing, LLC |
| 17625470 | KNOWLEDGE BASED INFORMATION MODELING SERVICE PLATFORM FOR AUTONOMOUS SYSTEMS | Non-Final OA | Siemens Aktiengesellschaft |
| 17825303 | INTENT RECOGNITION MODEL TRAINING AND INTENT RECOGNITION METHOD AND APPARATUS | Final Rejection | BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD. |
| 18067096 | INPUT GENERATION FOR MULTIMODAL LEARNING BASED MACHINE LEARNING MODELS | Final Rejection | SAP SE |
| 17756373 | INFERENCE DEVICE, INFERENCE METHOD AND INFERENCE PROGRAM FOR ANALYZING MANUFACTURING TIME-SERIES DATA USING A PLURALITY OF NETWORK SECTIONS | Final Rejection | Tokyo Electron Limited |
| 17850764 | SYSTEM AND METHOD FOR CAPACITY PLANNING FOR DATA AGGREGATION USING SIMILARITY GRAPHS | Final Rejection | Dell Products L.P. |
| 17647628 | UNKNOWN OBJECT CLASSIFICATION FOR UNSUPERVISED SCALABLE AUTO LABELLING | Final Rejection | Dell Products L.P. |
| 18622082 | GENERATIVE ARTIFICIAL INTELLIGENCE CODE BLOCK SELECTOR AND CODEBASE UPDATING SYSTEM | Non-Final OA | Rockwell Automation Technologies, Inc. |
| 18712765 | IDENTIFYING DEVIATING MODULES FROM A REFERENCE POPULATION FOR MACHINE DIAGNOSTICS | Non-Final OA | ASML NETHERLANDS B.V. |
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