The Power of Communication in a Distributed Multi-Agent System. - Philipp Dominic Siedler (CoRR, 2021)

Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distribution. - Philipp Dominic Siedler (CoRR, 2022)

Dynamic Collaborative Multi-Agent Reinforcement Learning Communication for Autonomous Drone Reforestation. - Philipp Dominic Siedler (CoRR, 2022)

Learning to Communicate and Collaborate in a Competitive Multi-Agent Setup to Clean the Ocean from Macroplastics. - Philipp Dominic Siedler (CoRR, 2023)

HIVEX: A High-Impact Environment Suite for Multi-Agent Research (extended version). - Philipp Dominic Siedler (CoRR, 2025)

LLM-Mediated Guidance of MARL Systems. - Philipp Dominic Siedler; Ian Gemp (CoRR, 2025)

SPhyR: Spatial-Physical Reasoning Benchmark on Material Distribution. - Philipp Dominic Siedler (CoRR, 2025)