2025 "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 2025posterarXiv:2410.05218
2
citations

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 2025posterarXiv:2405.07373
4
citations

Probabilistic Reasoning with LLMs for Privacy Risk Estimation

Jonathan Zheng, Alan Ritter, Sauvik Das et al.

NEURIPS 2025poster

Understanding and Improving Adversarial Robustness of Neural Probabilistic Circuits

Weixin Chen, Han Zhao

NEURIPS 2025posterarXiv:2509.20549