"probabilistic reasoning" Papers

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Density estimation with LLMs: a geometric investigation of in-context learning trajectories

Toni Liu, Nicolas Boulle, Raphaël Sarfati et al.

ICLR 2025arXiv:2410.05218

From Probability to Counterfactuals: the Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy

Julian Dörfler, Benito van der Zander, Markus Bläser et al.

ICLR 2025arXiv:2405.07373

Probabilistic Reasoning with LLMs for Privacy Risk Estimation

Jonathan Zheng, Alan Ritter, Sauvik Das et al.

Understanding and Improving Adversarial Robustness of Neural Probabilistic Circuits

Weixin Chen, Han Zhao

NEURIPS 2025arXiv:2509.20549

CogBench: a large language model walks into a psychology lab

Julian Coda-Forno, Marcel Binz, Jane Wang et al.

ICML 2024oralarXiv:2402.18225

On the Independence Assumption in Neurosymbolic Learning

Emile van Krieken, Pasquale Minervini, Edoardo Ponti et al.

ICML 2024arXiv:2404.08458