2026
Hierarchical Reinforcement Learning for Sparse-Reward Search in Commutative Algebra
ICML 2026poster
Applying machine learning techniques to solving long-standing mathematical conjectures can be particularly challenging due to their extreme reward sparsity. As an illustrative example, we consider Kalai's algebraic Hirsch conjecture and recast the construction of its counterexamples as a sparse-rewa…