Author

Moshe Butman

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Preprint Aug 2026

Why Study Emergent Behavior When You Can Regulate It? Aligning Multi-Agent Systems with Reward Prediction

Multi-agent simulations are widely used to study complex social and ecological systems, where rich and often unexpected emergent behaviors arise from local interactions. A large body of prior work has focused on analyzing such emergent dynamics across domains. In this paper, we move beyond analyzing emergent behavior a...

Assaf Caftory, Almog Zemach, Moshe Butman et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Preference Tree Optimization: Enhancing Goal-Oriented Dialogue with Look-Ahead Simulations

Experimental evaluations demonstrate that the PTO framework enhances dialogue agents' performance in goal-oriented conversations within the domain of Motivational Interviewing, and incorporating look-ahead simulations led to improved long-term planning and more effective conversational strategies.

Lior Baruch, Moshe Butman, K. Bar et al. · 2 citations