Prosecution Insights
Last updated: April 19, 2026

Examiner: HADDAD, MAJD MAHER

Tech Center 2100 • Art Units: 2122 2125 2128 2147

This examiner grants 0% of resolved cases

Performance Statistics

%
Allow Rate
-55.0% vs TC avg
21
Total Applications
Interview Lift
1197
Avg Prosecution Days
Based on 0 resolved cases, 2023–2026

Rejection Statute Breakdown

36.1%
§101 Eligibility
1.2%
§102 Novelty
44.6%
§103 Obviousness
10.8%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18346532 TRAINING OF MACHINE-LEARNING ALGORITHM USING EXPLAINABLE ARTIFICIAL INTELLIGENCE Non-Final OA Infineon Technologies AG
18253859 Machine-Learned Models for Multimodal Searching and Retrieval of Images Non-Final OA Google LLC
18194603 DEFENSE FROM MEMBERSHIP INFERENCE ATTACKS IN TRANSFER LEARNING Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18314880 ENHANCING NEAREST NEIGHBOR ALGORITHM USING A SET OF PARALLEL MODELS Non-Final OA Oracle International Corporation
18133047 AUTOMATIC SIGNAL CLUSTERING WITH AMBIENT SIGNALS FOR ML ANOMALY DETECTION Non-Final OA ORACLE INTERNATIONAL CORPORATION
18321311 ORCHESTRATION FOR IDENTIFYING A QUANTUM ANNEALER TO SOLVE COMBINATORIAL OPTIMIZATION PROBLEMS Non-Final OA Dell Products L.P.
17959232 NEURAL NETWORKS WITH TRANSFORMED ACTIVATION FUNCTION LAYERS Non-Final OA DeepMind Technologies Limited
17900649 METHOD AND APPARATUS FOR TRAINING PATH REPRESENTATION MODEL Non-Final OA Beijing Baidu Netcom Science Technology Co., Ltd.
18155228 MACHINE LEARNING TRAINING APPROACH FOR A MULTITASK PREDICTIVE DOMAIN Final Rejection UnitedHealth Group Incorporated
17455015 BAYESIAN MODELING FOR RISK ASSESSMENT BASED ON INTEGRATING INFORMATION FROM DYNAMIC DATA SOURCES Non-Final OA EQUIFAX INC.
18214024 Systems and Methods for Programmatic Labeling of Training Data for Machine Learning Models via Clustering Non-Final OA Snorkel AI, Inc.

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