Prosecution Insights
Last updated: May 29, 2026

Examiner: HADDAD, MAJD MAHER

Tech Center 2100 • Art Units: 2122 2125 2128 2147

This examiner grants 100% of resolved cases

Performance Statistics

100.0%
Allow Rate
+45.0% vs TC avg
21
Total Applications
+0.0%
Interview Lift
1262
Avg Prosecution Days
Based on 2 resolved cases, 2023–2026

Rejection Statute Breakdown

10.3%
§101 Eligibility
0%
§102 Novelty
79.3%
§103 Obviousness
0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18321311 ORCHESTRATION FOR IDENTIFYING A QUANTUM ANNEALER TO SOLVE COMBINATORIAL OPTIMIZATION PROBLEMS Non-Final OA Dell Products L.P.
18160587 SYSTEM AND METHOD FOR MANAGING LATENT BIAS IN SUPPORT VECTOR MACHINES Final Rejection Dell Products L.P.
18253859 Machine-Learned Models for Multimodal Searching and Retrieval of Images Non-Final OA Google LLC
18127952 POLYMER DISCOVERY VIA REINFORCEMENT LEARNING WITH EXPERT-DEFINED LOGICAL ACTIONS Final Rejection International Business Machines Corporation
18099560 EARLY DETERMINATION TRAINING ACCELERATOR BASED ON TIMESTEP SPLITTING OF SPIKING NEURAL NETWORK AND OPERATION METHOD THEREOF Final Rejection Korea University Research and Business Foundation
18314880 ENHANCING NEAREST NEIGHBOR ALGORITHM USING A SET OF PARALLEL MODELS Non-Final OA Oracle International Corporation
17555245 METHOD AND SYSTEM FOR LOCAL EXPLAINABILITY OF NEURAL NETWORK PREDICTION FIELD Final Rejection SAP SE
17959232 NEURAL NETWORKS WITH TRANSFORMED ACTIVATION FUNCTION LAYERS Non-Final OA DeepMind Technologies Limited
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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