Prosecution Insights
Last updated: August 17, 2026

Examiner: ABOUD, ABDULLAH KHALED

Tech Center 2100 • Art Units: 2121 2147

This examiner grants 0% of resolved cases

Performance Statistics

Allow Rate
-55.0% vs TC avg
13
Total Applications
Interview Lift
0
Avg Prosecution Days
Based on 0 resolved cases, 2023–2026

Rejection Statute Breakdown

31.3%
§101 Eligibility
4.7%
§102 Novelty
51.6%
§103 Obviousness
10.9%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18521114 CREATION OF HOMOGENEOUS SESSIONS USING MACHINE LEARNING (ML) MODEL Non-Final OA SONY GROUP CORPORATION
18468823 DATA PROCESSING APPARATUS AND METHOD Non-Final OA Canon Kabushiki Kaisha
18471128 FRAMEWORKS FOR TRAINING OF FEDERATED LEARNING MODELS Non-Final OA Intel Corporation
18519286 QUESTION GENERATION APPARATUS, QUESTION GENERATION METHOD, AND RECORDING MEDIUM Non-Final OA NEC Corporation
18534543 SYSTEMS AND METHODS FOR OPTIMIZING HYPERPARAMETERS FOR MACHINE LEARNING MODELS Non-Final OA Microsoft Technology Licensing, LLC
18532760 PROBABILISTIC REASONING ON KNOWLEDGE GRAPHS USING PATH-BASED SIMULATIONS Non-Final OA Microsoft Technology Licensing, LLC
18633387 DECODING INVERTIBLE EMBEDDINGS FOR INSTRUCTION PROMPT OPTIMIZATION IN BLACKBOX LARGE LANGUAGE MODELS Non-Final OA INTUIT INC.
18637718 CONTRIBUTION DATA CALIBRATION Non-Final OA ADOBE INC.
18426128 NEURAL NETWORK INCLUDING LOCAL STORAGE UNIT Non-Final OA STMicroelectronics International N.V.
18172466 Intelligent Machine Environment Layout Adjustment Non-Final OA International Business Machines Corporation
18542118 METHODS AND APPARATUSES FOR DATA PRIVACY-PRESERVING TRAINING OF SERVICE PREDICTION MODELS Non-Final OA Alipay (Hangzhou) Information Technology Co., Ltd.

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