Loss Landscapes are All You Need: Neural Network Generalization Can Be Explained Without the Implicit Bias of Gradient Descent

Ping-yeh Chiang, Renkun Ni, David Yu Miller, Arpit Bansal, Jonas Geiping +2 more
2/12/2026
Semantic Scholar

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Cite this paper

@article{chiang2026loss,
  title  = {Loss Landscapes are All You Need: Neural Network Generalization Can Be Explained Without the Implicit Bias of Gradient Descent},
  author = {Ping-yeh Chiang and Renkun Ni and David Yu Miller and Arpit Bansal and Jonas Geiping and Micah Goldblum and T. Goldstein},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:e4f0ab1408504c3873a849d341ec63fbca899534},
  journal = {ICLR 2023 2023}
}

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