"minimum description length" Papers

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CALLIC: Content Adaptive Learning for Lossless Image Compression

Daxin Li, Yuanchao Bai, Kai Wang et al.

AAAI 2025paperarXiv:2412.17464
4
citations

Generalization Guarantees for Representation Learning via Data-Dependent Gaussian Mixture Priors

Milad Sefidgaran, Abdellatif Zaidi, Piotr Krasnowski

ICLR 2025arXiv:2502.15540
3
citations

SPACETIME: Causal Discovery from Non-Stationary Time Series

Sarah Mameche, Lénaïg Cornanguer, Urmi Ninad et al.

AAAI 2025paperarXiv:2501.10235
3
citations

Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length

Zihan Yu, Jingtao Ding, Yong Li et al.

ICLR 2025arXiv:2411.03753
8
citations

Language-guided Skill Learning with Temporal Variational Inference

Haotian Fu, Pratyusha Sharma, Elias Stengel-Eskin et al.

ICML 2024oralarXiv:2402.16354
11
citations

Measuring Stochastic Data Complexity with Boltzmann Influence Functions

Nathan Ng, Roger Grosse, Marzyeh Ghassemi

ICML 2024arXiv:2406.02745
1
citations