Prosecution Insights
Last updated: April 19, 2026

Examiner: RAMESH, TIRUMALE K

Tech Center 2100 • Art Units: 2121

This examiner grants 18% of resolved cases

Performance Statistics

17.5%
Allow Rate
-37.5% vs TC avg
80
Total Applications
+2.1%
Interview Lift
1633
Avg Prosecution Days
Based on 40 resolved cases, 2023–2026

Rejection Statute Breakdown

30.7%
§101 Eligibility
3.7%
§102 Novelty
59.1%
§103 Obviousness
5.4%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
16953387 MACHINE LEARNING BASED IMAGING METHOD OF DETERMINING AUTHENTICITY OF A CONSUMER GOOD Non-Final OA The Procter & Gamble Company
18074333 Quantization for Neural Networks Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
17751089 Automated Selection of Neural Architecture Using a Smoothed Super-Net Non-Final OA Arm Limited
17172231 AMPLIFYING SOURCE CODE SIGNALS FOR MACHINE LEARNING Non-Final OA International Business Machines Corporation
17077720 MODULAR NEURAL NETWORK COMPUTING APPARATUS WITH DISTRIBUTED NEURAL NETWORK STORAGE Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
17129590 NEURAL NETWORK DENSE LAYER SPARSIFICATION AND MATRIX COMPRESSION Non-Final OA Intel Corporation
18295791 NEURAL NETWORK LAYER FOR NON-LINEAR NORMALIZATION Non-Final OA Robert Bosch GmbH
17446676 BAYESIAN CONTEXT AGGREGATION FOR NEURAL PROCESSES Non-Final OA Robert Bosch GmbH
17956985 METHODS AND DEVICES FOR CONFIGURING A NEURAL NETWORK ACCELERATOR WITH A CONFIGURABLE PIPELINE Non-Final OA Imagination Technologies Limited
17797686 LEARNING APPARATUS, SIGNAL ESTIMATION APPARATUS, LEARNING METHOD, SIGNAL ESTIMATION METHOD, AND PROGRAM TO DEQUANTIZE Final Rejection NTT, Inc.
17031601 ARCHITECTED LIBRARY INTERFACE FOR KERNEL FUSION Final Rejection Advanced Micro Devices, Inc.
18057560 METHOD AND DEVICE FOR TRAINING TAG RECOMMENDATION MODEL, AND METHOD AND DEVICE FOR OBTAINING TAG Final Rejection BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD.
18140856 SYSTEMS AND METHODS FOR QUANTUM SIMULATION WITH ANALOG COMPILATION Non-Final OA University of Maryland, College Park
17207358 PREDICTIVE ENGINE FOR TRACKING SELECT SEISMIC VARIABLES AND PREDICTING HORIZONS Final Rejection Landmark Graphics Corporation
17138892 PREDICTIVE ENGINE FOR TRACKING SELECT SEISMIC VARIABLES AND PREDICTING HORIZONS Final Rejection Landmark Graphics Corporation
17665543 PREDICTIVE MAINTENANCE GENERAL AI ENGINE AND METHOD Non-Final OA AVERROES.AI INC.
17436623 SYSTEM FOR ACOUSTIC IDENTIFICATION OF OBSTRUCTION TYPES IN SLEEP APNOEA, AND CORRESPONDING METHOD Non-Final OA DIAMETOS GMBH

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