Two amazing papers appearing at ICLR 2025! 😎 SFM presents a non-adversarial approach for inverse reinforcement learning (IRL) and can learn from state-only demonstrations. Robotouille is a challenging benchmark that tests LLM agents synchronous and asynchronous planning capabilities through diverse long-horizon tasks and time delays.