2 citations · 2 across the 3 of their papers we have counts for
3 papers
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…
cs.AI2022★ 2 cited
Dynamic Collaborative Multi-Agent Reinforcement Learning Communication for Autonomous Drone Reforestation
Philipp Dominic Siedler
We approach autonomous drone-based reforestation with a collaborative multi-agent reinforcement learning (MARL) setup. Agents can communicate as part of a dynamically changing netw…
cs.AI2022
Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distribution
Philipp Dominic Siedler
Most real-world domains can be formulated as multi-agent (MA) systems. Intentionality sharing agents can solve more complex tasks by collaborating, possibly in less time. True coop…