Author

Reza Yousefi Maragheh

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#artificial intelligence Preprint Oct 2026

MAREval: A Multi-Agent Framework for Evaluating Natural Language Recommendation Explanations

Comprehensive evaluations of MAREval establish MAREval as a scalable and reliable solution for human-aligned evaluation of recommendation explanations in real-world systems and improves alignment with human judgments over strong singleand multi-agent baselines.

Reza Yousefi Maragheh, Jayesh Uddhav Kudase, Aysenur Inan et al. · 0 citations

#artificial intelligence Preprint Oct 2026

BehaveRec: When Does Long-Term Behavioral History Help Sequential Recommendation? A Study with Session, History, and Community Signals

This work proposes BehaveRec, a three-signal framework combining a causal session transformer, a bidirectional User History Encoder over a 90-day window, and a GraphSAGE module over a user-user graph built from behavioral embedding similarity rather than item co-occurrence; a learned gate blends the three signals per u...

Aysenur Inan, Reza Yousefi Maragheh, Jayesh Uddhav Kudase et al. · 0 citations