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cs.MA2026
Strategic Persuasion with Trait-Conditioned Multi-Agent Systems for Iterative Legal Argumentation
Philipp D. Siedler
Strategic interaction in adversarial domains such as law, diplomacy, and negotiation is mediated by language, yet most game-theoretic models abstract away the mechanisms of persuas…
cs.MA2025
LLM-Mediated Guidance of MARL Systems
Philipp D. Siedler, Ian Gemp
In complex multi-agent environments, achieving efficient learning and desirable behaviours is a significant challenge for Multi-Agent Reinforcement Learning (MARL) systems. This wo…
cs.MA2025
HIVEX: A High-Impact Environment Suite for Multi-Agent Research (extended version)
Philipp Dominic Siedler
Games have been vital test beds for the rapid development of Agent-based research. Remarkable progress has been achieved in the past, but it is unclear if the findings equip for re…