PUBLICATIONS

Preprints

• Probabilistic Actor-Critic: Learning to Explore with PAC-Bayes Uncertainty [paper]
  Bahareh Tasdighi, Nicklas Werge, Yi-Shan Wu, Melih Kandemir

• If there is no underfitting, there is no Cold Posterior Effect [paper]
  Yijie Zhang, Yi-Shan Wu, Luis A. Ortega, Andrés R. Masegosa

Conference Papers

• Split-kl and PAC-Bayes-split-kl Inequalities For Ternary Random Variables [paper]
  Yi-Shan Wu, Yevgeny Seldin
  In Advances in Neural Information Processing Systems (NeurIPS), 2022.

• Chebyshev-Cantelli PAC-Bayes-Bennett Inequality for the Weighted Majority Vote [paper]
  Yi-Shan Wu, Andres Masegosa, Stephan Lorenzen, Christian Igel, Yevgeny Seldin
  In Advances in Neural Information Processing Systems (NeurIPS), 2021.

• Lifelong Learning with Branching Experts [paper]
  Yi-Shan Wu, Yi-Te Hong and Chi-Jen Lu
  In Proceedings of the Asian Conference on Machine Learning (ACML), 2021.

• Lifelong Optimization with Low Regret  [paper]
  Yi-Shan Wu, Po-An Wang and Chi-Jen Lu
  In Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS), 2019.