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cs.AI2025
Explaining Hitori Puzzles: Neurosymbolic Proof Staging for Sequential Decisions
Maria Leonor Pacheco, Fabio Somenzi, Dananjay Srinivas +1
We propose a neurosymbolic approach to the explanation of complex sequences of decisions that combines the strengths of decision procedures and Large Language Models (LLMs). We dem…
cs.AI2025
Average Reward Reinforcement Learning for Omega-Regular and Mean-Payoff Objectives
Milad Kazemi, Mateo Perez, Fabio Somenzi +3
Recent advances in reinforcement learning (RL) have renewed interest in reward design for shaping agent behavior, but manually crafting reward functions is tedious and error-prone.…