2025 "gradient descent dynamics" Papers

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How Two-Layer Neural Networks Learn, One (Giant) Step at a Time

Yatin Dandi, Florent Krzakala, Bruno Loureiro et al.

ICLR 2025posterarXiv:2305.18270
47
citations

Loss Landscape of Shallow ReLU-like Neural Networks: Stationary Points, Saddle Escape, and Network Embedding

Frank Zhengqing Wu, Berfin Simsek, François Ged

ICLR 2025posterarXiv:2402.05626
2
citations

Quantitative convergence of trained neural networks to Gaussian processes

Andrea Agazzi, Eloy Mosig García, Dario Trevisan

NeurIPS 2025poster