Prosecution Insights
Last updated: August 18, 2026

Examiner: RAMESH, TIRUMALE K

Tech Center 2100 • Art Units: 2121 2125

This examiner grants 28% of resolved cases

Performance Statistics

27.7%
Allow Rate
-27.3% vs TC avg
84
Total Applications
+24.9%
Interview Lift
1721
Avg Prosecution Days
Based on 47 resolved cases, 2023–2026

Rejection Statute Breakdown

28.3%
§101 Eligibility
4.4%
§102 Novelty
61.8%
§103 Obviousness
5.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17446676 BAYESIAN CONTEXT AGGREGATION FOR NEURAL PROCESSES Non-Final OA Robert Bosch GmbH
18285578 FULL-STACK HARDWARE ACCELERATOR SEARCH Non-Final OA Google LLC
17765807 End-to-End Machine-Learning for Wireless Networks Non-Final OA Google LLC
19070417 TRAINING NEURAL NETWORKS USING WEIGHT NORM REGULARIZATIONS Non-Final OA GDM Holding LLC
16953387 MACHINE LEARNING BASED IMAGING METHOD OF DETERMINING AUTHENTICITY OF A CONSUMER GOOD Final Rejection The Procter & Gamble Company
17248845 ASSISTED LEARNING WITH MODULE PRIVACY Final Rejection Regents of the University of Minnesota
18620125 ADVERSARIAL IMITATION LEARNING MODEL Non-Final OA NEC Laboratories America, Inc.
17702840 COMPUTER-READABLE RECORDING MEDIUM STORING MACHINE LEARNING PROGRAM, INFORMATION PROCESSING DEVICE, AND MACHINE LEARNING METHOD Final Rejection FUJITSU LIMITED
18172460 METHOD AND SYSTEM FOR TIME SERIES FORECASTING VIA ENSEMBLE MACHINE LEARNING Final Rejection Verizon Patent and Licensing Inc.
17166965 HYBRID PHYSICS/MACHINE LEARNING MODELING OF PROCESSES Non-Final OA Applied Materials, Inc.
17956985 METHODS AND DEVICES FOR CONFIGURING A NEURAL NETWORK ACCELERATOR WITH A CONFIGURABLE PIPELINE Final Rejection Imagination Technologies Limited
17031601 ARCHITECTED LIBRARY INTERFACE FOR KERNEL FUSION Final Rejection Advanced Micro Devices, Inc.
18613095 PROMPT SESSION OPTIMIZATION Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18533259 SIGNAL AWARE MODEL LEARNING Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17172231 AMPLIFYING SOURCE CODE SIGNALS FOR MACHINE LEARNING Final Rejection International Business Machines Corporation
17159730 QUANTUM PROCESSOR ARCHITECTURE WITH COMPILER SUPPORT Non-Final OA International Business Machines Corporation
17077720 MODULAR NEURAL NETWORK COMPUTING APPARATUS WITH DISTRIBUTED NEURAL NETWORK STORAGE Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION

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