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Nikolay Malkin

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  • Improving gradient-guided nested sampling for posterior inference

    Lemos, P., Malkin, N., Handley, W., Bengio, Y., Hezaveh, Y. & Perreault-Levasseur, L., 27 Jul 2024, Proceedings of the 41st International Conference on Machine Learning. Salakhutdinov, R., Kolter, Z., Heller, K., Weller, A., Oliver, N., Scarlett, J. & Berkenkamp, F. (eds.). PMLR, Vol. 235. p. 27230-27253 24 p.

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    File

  • Iterated denoising energy matching for sampling from Boltzmann densities

    Akhound-Sadegh, T., Rector-Brooks, J., Bose, A. J., Mittal, S., Lemos, P., Liu, C-H., Sendera, M., Ravanbakhsh, S., Gidel, G., Bengio, Y., Malkin, N. & Tong, A., 27 Jul 2024, Proceedings of the 41st International Conference on Machine Learning. Salakhutdinov, R., Kolter, Z., Heller, K., Weller, A., Oliver, N., Scarlett, J. & Berkenkamp, F. (eds.). PMLR, Vol. 235. p. 760-786 27 p.

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    File

  • V-STaR: Training verifiers for self-taught reasoners

    Hosseini, A., Yuan, X., Malkin, N., Courville, A., Sordoni, A. & Agarwal, R., 10 Jul 2024, (Accepted/In press) Proceedings of the 2024 Conference on Language Modeling.

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    File

  • Machine learning and information theory concepts towards an AI mathematician

    Bengio, Y. & Malkin, N., 15 May 2024, In: Bulletin of the American Mathematical Society. 61, 3, p. 457-469 13 p.

    Research output: Contribution to journal › Article › peer-review

    Open Access
    File

  • Expected flow networks in stochastic environments and two-player zero-sum games

    Jiralerspong, M., Sun, B., Vucetic, D., Zhang, T., Bengio, Y., Gidel, G. & Malkin, N., 10 May 2024, p. 1-21. 21 p.

    Research output: Contribution to conference › Poster › peer-review

    Open Access
View all 33 research outputs