2025 "generalization bounds" Papers

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Algorithmic Stability Based Generalization Bounds for Adversarial Training

Runzhi Tian, Yongyi Mao

ICLR 2025poster

Block Coordinate Descent for Neural Networks Provably Finds Global Minima

Shunta Akiyama

NeurIPS 2025posterarXiv:2510.22667

Deep Distributed Optimization for Large-Scale Quadratic Programming

Augustinos Saravanos, Hunter Kuperman, Alex Oshin et al.

ICLR 2025posterarXiv:2412.12156

Generalization Bounds for Canonicalization: A Comparative Study with Group Averaging

Behrooz Tahmasebi, Stefanie Jegelka

ICLR 2025poster

Generalization Bounds for Kolmogorov-Arnold Networks (KANs) and Enhanced KANs with Lower Lipschitz Complexity

Pengqi Li, Lizhong Ding, Jiarun Fu et al.

NeurIPS 2025poster

Generalization Bounds for Model-based Algorithm Configuration

Zhiyang Chen, Hailong Yao, Xia Yin

NeurIPS 2025poster

How DNNs break the Curse of Dimensionality: Compositionality and Symmetry Learning

Arthur Jacot, Seok Hoan Choi, Yuxiao Wen

ICLR 2025posterarXiv:2407.05664

Which Algorithms Have Tight Generalization Bounds?

Michael Gastpar, Ido Nachum, Jonathan Shafer et al.

NeurIPS 2025spotlightarXiv:2410.01969