Prosecution Insights
Last updated: April 19, 2026

Examiner: AHMED, SYED RAYHAN

Tech Center 2100 • Art Units: 2126 2168

This examiner grants 71% of resolved cases

Performance Statistics

71.4%
Allow Rate
+16.4% vs TC avg
39
Total Applications
+50.0%
Interview Lift
1593
Avg Prosecution Days
Based on 7 resolved cases, 2023–2026

Rejection Statute Breakdown

32.6%
§101 Eligibility
6.7%
§102 Novelty
50.0%
§103 Obviousness
9.4%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18313189 CROSS-PLATFORM DISTILLATION FRAMEWORK Non-Final OA Google LLC
17862765 Extending Forecasting Models for Forecast/Evaluation Granularity Mismatch Final Rejection Google LLC
17930288 SEMANTICALLY PARSED KNOWLEDGE BASE QUESTION ANSWERING GENERALIZATION Final Rejection International Business Machines Corporation
18003786 Automated Monitoring of Artificial Intelligence Non-Final OA Siemens Aktiengesellschaft
17738555 DEVICE AND COMPUTER IMPLEMENTED METHOD FOR AUTOMATICALLY GENERATING NEGATIVE SAMPLES FOR TRAINING KNOWLEDGE GRAPH EMBEDDING MODELS Final Rejection Robert Bosch GmbH
17931682 METHODS OF TRAINING DEEP NEURAL NETWORKS (DNN) USING SIGNAL NON-IDEALITIES AND QUANTIZATION ASSOCIATED WITH IN-MEMORY OPERATIONS AND RELATED DEVICES Final Rejection Arizona Board of Regents on behalf of Arizona State University
17824832 BAYESIAN PERSONALIZATION Non-Final OA QUALCOMM Incorporated
18209024 EFFICIENT DATA DISTRIBUTION PRESERVING TRAINING PARADIGM Non-Final OA Oracle International Corporation
17983837 COMPUTER-READABLE RECORDING MEDIUM HAVING STORED THEREIN MACHINE LEARNING PROGRAM, METHOD FOR MACHINE LEARNING, AND INFORMATION PROCESSING APPARATUS Final Rejection Fujitsu Limited
18194336 METHOD AND APPARATUS FOR JOINT TRAINING LOGISTIC REGRESSION MODEL Non-Final OA ALIPAY (HANGZHOU) INFORMATION TECHNOLOGY CO., LTD.
17572740 COMPUTATION GRAPH OPTIMIZATION BY PARTIAL EVALUATIONS Final Rejection NEC Laboratories Europe GmbH
17843288 LEARNING ROBOTIC SKILLS WITH IMITATION AND REINFORCEMENT AT SCALE Final Rejection GDM Holding LLC
17867311 SURROGATE HIERARCHICAL MACHINE-LEARNING MODEL TO PROVIDE CONCEPT EXPLANATIONS FOR A MACHINE-LEARNING CLASSIFIER Non-Final OA Feedzai - Consultadoria e Inovação Tecnológica, S.A.
18447675 METHOD AND APPARATUS FOR OPERATING MULTI-TASK LEARNING MODEL Non-Final OA Korea University of Technology and Education Industry-University Cooperation Foundation
18250436 METHOD, SYSTEM AND COMPUTER PROGRAM PRODUCT FOR PROVIDING INSIGHTS ON USER DESIRABILITY Non-Final OA SPG DRY COOLING BELGIUM SRL

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