Selective Entropy Regularization Boosts Large Reasoning Models

SIREN, a selective entropy regularization method, boosted the Qwen2.5‑Math‑7B model by 6.6 points on the majority‑at‑k metric for AIME24/25 benchmarks. Read more: getnews.me/selective-entropy-regula... #siren #largereasoningmodels #entropyregularization

Entropy‑Regularized Method for Uniform Sampling of Reachable Sets

The paper adds an L₂‑entropy term to optimal transport, creating a finite‑dimensional particle control method that yields uniformly sampled reachable sets. getnews.me/entropy-regularized-meth... #entropyregularization #optimaltransport #reachablesets