Prosecution Insights
Last updated: August 17, 2026

Examiner: HADDAD, MAJD MAHER

Tech Center 4100 • Art Units: 2122 2125 2126 2128 2147 4100

This examiner grants 100% of resolved cases

Performance Statistics

100.0%
Allow Rate
+40.0% vs TC avg
29
Total Applications
+0.0%
Interview Lift
1212
Avg Prosecution Days
Based on 4 resolved cases, 2023–2026

Rejection Statute Breakdown

30.4%
§101 Eligibility
4.5%
§102 Novelty
47.3%
§103 Obviousness
14.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18386469 GENERATIVE MACHINE LEARNING BASED PETROPHYSICS INTERPRETATION Non-Final OA Halliburton Energy Services, Inc.
18280385 LOGICAL EXPRESSION PROCESSING DEVICE, LOGICAL EXPRESSION PROCESSING METHOD, AND LOGICAL EXPRESSION PROCESSING PROGRAM Non-Final OA NEC Corporation
18133047 AUTOMATIC SIGNAL CLUSTERING WITH AMBIENT SIGNALS FOR ML ANOMALY DETECTION Final Rejection ORACLE INTERNATIONAL CORPORATION
17517378 GROUNDED MULTIMODAL AGENT INTERACTIONS Final Rejection Microsoft Technology Licensing, LLC
17555245 METHOD AND SYSTEM FOR LOCAL EXPLAINABILITY OF NEURAL NETWORK PREDICTION FIELD Non-Final OA SAP SE
18428601 METHOD AND DEVICE FOR FAIR FEW-SHOT CIL Non-Final OA Korea Advanced Institute of Science and Technology
18346532 TRAINING OF MACHINE-LEARNING ALGORITHM USING EXPLAINABLE ARTIFICIAL INTELLIGENCE Non-Final OA Infineon Technologies AG
18491122 SOLVING PROBLEMS WITH QUANTUM ANNEALING AND PATTERN MINING Non-Final OA Dell Products L.P.
18194603 DEFENSE FROM MEMBERSHIP INFERENCE ATTACKS IN TRANSFER LEARNING Final Rejection INTERNATIONAL BUSINESS MACHINES CORPORATION
18127952 POLYMER DISCOVERY VIA REINFORCEMENT LEARNING WITH EXPERT-DEFINED LOGICAL ACTIONS Non-Final OA International Business Machines Corporation
18392527 NEURAL NETWORK DEVICE HAVING STRUCTURE FOR HANDLING DIFFERENT OUTPUT COMBINATIONS AND OUTPUT HANDLING METHOD THEREOF Non-Final OA UIF (University Industry Foundation), Yonsei University
17959232 NEURAL NETWORKS WITH TRANSFORMED ACTIVATION FUNCTION LAYERS Final Rejection DeepMind Technologies Limited
18155228 MACHINE LEARNING TRAINING APPROACH FOR A MULTITASK PREDICTIVE DOMAIN Non-Final OA UnitedHealth Group Incorporated

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