InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems

Chuan Liu, Ruibing Song, Chunshu Wu, Pouya Haghi, Tong Geng
2/12/2026

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@article{liu2026instatrain,
  title  = {InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems},
  author = {Chuan Liu and Ruibing Song and Chunshu Wu and Pouya Haghi and Tong Geng},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:3ada2c4185f82d1838ad03a1116721cfd9ea9d62},
  journal = {ICLR 2025 2025}
}

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