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Discovering faster matrix multiplication algorithms with reinforcement learning.
Fawzi A, Balog M, Huang A, Hubert T, Romera-Paredes B, Barekatain M, Novikov A, R Ruiz FJ, Schrittwieser J, Swirszcz G, Silver D, Hassabis D, Kohli P. Fawzi A, et al. Among authors: barekatain m. Nature. 2022 Oct;610(7930):47-53. doi: 10.1038/s41586-022-05172-4. Epub 2022 Oct 5. Nature. 2022. PMID: 36198780 Free PMC article.
Faster sorting algorithms discovered using deep reinforcement learning.
Mankowitz DJ, Michi A, Zhernov A, Gelmi M, Selvi M, Paduraru C, Leurent E, Iqbal S, Lespiau JB, Ahern A, Köppe T, Millikin K, Gaffney S, Elster S, Broshear J, Gamble C, Milan K, Tung R, Hwang M, Cemgil T, Barekatain M, Li Y, Mandhane A, Hubert T, Schrittwieser J, Hassabis D, Kohli P, Riedmiller M, Vinyals O, Silver D. Mankowitz DJ, et al. Among authors: barekatain m. Nature. 2023 Jun;618(7964):257-263. doi: 10.1038/s41586-023-06004-9. Epub 2023 Jun 7. Nature. 2023. PMID: 37286649 Free PMC article.
Mathematical discoveries from program search with large language models.
Romera-Paredes B, Barekatain M, Novikov A, Balog M, Kumar MP, Dupont E, Ruiz FJR, Ellenberg JS, Wang P, Fawzi O, Kohli P, Fawzi A. Romera-Paredes B, et al. Among authors: barekatain m. Nature. 2024 Jan;625(7995):468-475. doi: 10.1038/s41586-023-06924-6. Epub 2023 Dec 14. Nature. 2024. PMID: 38096900 Free PMC article.
MEMS piezoelectric resonant microphone array for lung sound classification.
Liu H, Barekatain M, Roy A, Liu S, Cao Y, Tang Y, Shkel A, Kim ES. Liu H, et al. Among authors: barekatain m. J Micromech Microeng. 2023 Apr 1;33(4):044003. doi: 10.1088/1361-6439/acbfc3. Epub 2023 Mar 9. J Micromech Microeng. 2023. PMID: 36911255 Free PMC article.
72 results