Prosecution Insights
Last updated: August 17, 2026

Examiner: ALGHAZZY, SHAMCY

Tech Center 2100 • Art Units: 2128

This examiner grants 49% of resolved cases

Performance Statistics

49.3%
Allow Rate
-5.7% vs TC avg
92
Total Applications
-1.3%
Interview Lift
1606
Avg Prosecution Days
Based on 67 resolved cases, 2023–2026

Rejection Statute Breakdown

34.3%
§101 Eligibility
14.5%
§102 Novelty
39.6%
§103 Obviousness
8.7%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18289100 NEURAL NETWORKS WITH ADAPTIVE STANDARDIZATION AND RESCALING Non-Final OA GOOGLE LLC
18415594 ROBOT SYSTEM AND METHOD FOR LEARNING ONE OR MORE NEW SEMANTIC RELATIONS IN A KNOWLEDGE BASE OF PHYSICAL SKILLS Non-Final OA Honda Motor Co., Ltd.
17214583 ARCHITECTURE FOR MACHINE LEARNING (ML) ASSISTED COMMUNICATIONS NETWORKS Final Rejection QUALCOMM Incorporated
17254150 TECHNIQUES TO DETECT FUSIBLE OPERATORS WITH MACHINE LEARNING Final Rejection INTEL CORPORATION
17086073 EXPLAINERS FOR MACHINE LEARNING CLASSIFIERS Non-Final OA Amazon Technologies, Inc.
17449165 ADAPTIVE AGGREGATION FOR FEDERATED LEARNING Final Rejection SIEMENS HEALTHINEERS AG
17356235 MACHINE LEARNING APPROACH FOR SOLVING BEAM ANGLE OPTIMIZATION Final Rejection SIEMENS HEALTHINEERS INTERNATIONAL AG
18514391 PARTIAL GRAPH PATH PREDICTION AND NEXT TOKEN PREDICTION JOINT TRAINING ALGORITHM FOR GENERATIVE LANGUAGE MODELS Non-Final OA Oracle International Corporation
17144299 Evaluating Supervised Learning Models Through Comparison of Actual and Predicted Model Outputs Final Rejection Bank of America Corporation
17062387 PREDICTION MODELS INCORPORATING STRATIFICATION OF DATA Final Rejection THE CHINESE UNIVERSITY OF HONG KONG
17117153 HYBRID ENSEMBLE APPROACH FOR IOT PREDICTIVE MODELLING Final Rejection Caterpillar Inc.
18154407 FEDERATED GLOBAL BATCH NORMALIZATION WITH SECURE AGGREGATION FOR FEDERATED LEARNING Final Rejection Dell Products L.P.
16367565 METRIC VALUE CALCULATION FOR CONTINUOUS LEARNING SYSTEM Non-Final OA International Business Machines Corporation

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