SCALAR: Learning and Composing Skills through LLM Guided Symbolic Planning and Deep RL Grounding

Renos Zabounidis, Yue Wu, Simon Stepputtis +4

LM-based agents excel when given high-level action APIs but struggle to ground language into low-level control. Prior work has LLMs generate skills or reward functions for RL, but…