Author

Giulia Livieri

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#machine learning May 2026

BASIS: Batchwise Advantage Estimation from Single-Rollout Information Sharing for LLM Reasoning

BASIS, a critic-free post-training algorithm designed to address the tradeoff between computational efficiency and sample efficiency in value estimation and policy learning, achieves performance close to multi-rollout GRPO-type baselines and often outperforms single-rollout REINFORCE-type baselines.

Shi-Jin Gong, Erhan Xu, Kai Ye et al. · arXiv.org · 2 citations

Jul 2026

NeuralChaos: Optimal Adapted Approximation of Square Integrable Predictable Processes

NeuralChaos -- a neural operator architecture that produces elements of $\mathcal{H}^2_T(\mathbb{R}^{d})$ using only finitely many evaluations of the driving Brownian motion, while preserving predictability and square-integrability is introduced.

Anastasis Kratsios, Giulia Livieri, Philipp Schmocker · arXiv.org · 1 citation