"theoretical analysis" Papers

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Do WGANs succeed because they minimize the Wasserstein Distance? Lessons from Discrete Generators

Ariel Elnekave, Yair Weiss

ICLR 2025

Provable Sample-Efficient Transfer Learning Conditional Diffusion Models via Representation Learning

Ziheng Cheng, Tianyu Xie, Shiyue Zhang et al.

NEURIPS 2025arXiv:2502.04491
2
citations

Theoretical Benefit and Limitation of Diffusion Language Model

Guhao Feng, Yihan Geng, Jian Guan et al.

NEURIPS 2025arXiv:2502.09622
29
citations

Provable Interactive Learning with Hindsight Instruction Feedback

Dipendra Misra, Aldo Pacchiano, Robert Schapire

ICML 2024arXiv:2404.09123
1
citations

Unveiling Privacy, Memorization, and Input Curvature Links

Deepak Ravikumar, Efstathia Soufleri, Abolfazl Hashemi et al.

ICML 2024arXiv:2402.18726
13
citations