Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2124 2126 2139 2144 2147 2148 4100
This examiner grants 62% of resolved cases
Paul M Knight is a patent examiner in Tech Center 4100, specifically working within Art Unit 2124. This examiner has overseen 286 resolved cases, which provides a substantial statistical foundation for analyzing their historical prosecution patterns. These 286 resolved cases encompass all applications that have reached a final decision under their review in Art Unit 2124 and Tech Center 4100.
The data reveals an allowance rate of 61.9 percent, which reflects the proportion of applications that are successfully granted. The median days to allowance for these cases is 1186. This duration of 1186 days represents the typical timeline for reaching a favorable outcome. The 61.9 percent allowance rate serves as a primary benchmark for applicants when planning their prosecution strategy.
The interview lift for this examiner is 18.4 percent. This 18.4 percent lift indicates that conducting an interview is associated with an increase in the probability of allowance compared to the baseline rate of 61.9 percent. Given the median days to allowance of 1186, the 18.4 percent interview lift suggests that direct communication with the examiner is a valuable tool for improving the likelihood of a successful grant.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18389273 | LEARNING DEVICE, LEARNING METHOD AND RECORDING MEDIUM | Non-Final OA | NEC Corporation |
| 18179826 | SYSTEMS AND METHODS FOR MACHINE LEARNING MODEL MANAGEMENT | Final Rejection | JPMORGAN CHASE BANK, N.A. |
| 17784877 | SYSTEMS AND METHODS FOR ENHANCED FEEDBACK FOR CASCADED FEDERATED MACHINE LEARNING | Non-Final OA | Telefonaktiebolaget LM Ericsson (publ) |
| 17645480 | HAMILTONIAN DECOMPOSITION USING MID-CIRCUIT OPERATIONS | Final Rejection | International Business Machines Corporation |
| 18383427 | COMPUTER SYSTEM AND TRAINING DATA GENERATION METHOD | Final Rejection | Hitachi, Ltd. |
| 17594150 | System and Method for Improving a Processing System using Learning Systems | Final Rejection | Marvell Asia Pte Ltd |
| 17713251 | PACING SERVING OF CONTENT TRANSFER REQUESTS | Non-Final OA | MELLANOX TECHNOLOGIES, LTD. |
| 17227311 | INCREASING INCLUSIVITY IN MACHINE LEARNING OUTPUTS | Final Rejection | AT&T Intellectual Property I, L.P. |
| 18164936 | TRANSPOSE A TENSOR WITH A SINGLE TRANSPOSE BUFFER | Non-Final OA | Meta Platforms, Inc. |
| 18696230 | INFORMATION PROCESSING APPARATUS, INFERENCE APPARATUS, MACHINE-LEARNING APPARATUS, INFORMATION PROCESSING METHOD, INFERENCE METHOD, AND MACHINE-LEARNING METHOD | Non-Final OA | EBARA CORPORATION |
| 17592852 | PREDICTING RECOVERY POINT OBJECTIVE DRIFTS | Non-Final OA | Kyndryl, Inc. |
| 18084199 | COMPUTER-IMPLEMENTED METHOD FOR ASSESSING STRUCTURE-BORNE NOISE | Non-Final OA | Dr. Ing. h.c. F. Porsche Aktiengesellschaft |
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