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Collaborations and top research areas from the last five years
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Addressing Misspecification in Simulation-based Inference through Data-driven Calibration
Wehenkel, A., Gamella, J. L., Sener, O., Behrmann, J., Sapiro, G., Jacobsen, J. H. & Cuturi, M., 1 Jan 2025, In: Proceedings of Machine Learning Research. 267, p. 65949-65980 32 p.Research output: Contribution to journal › Conference article › peer-review
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CONTROLLING LANGUAGE AND DIFFUSION MODELS BY TRANSPORTING ACTIVATIONS
Rodríguez, P., Blaas, A., Klein, M., Zappella, L., Apostoloff, N., Cuturi, M. & Suau, X., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 53912-53955 44 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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DISENTANGLED REPRESENTATION LEARNING WITH THE GROMOV-MONGE GAP
Uscidda, T., Eyring, L., Roth, K., Theis, F., Akata, Z. & Cuturi, M., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 32160-32191 32 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Functions on Symmetric Matrices and Point Clouds via Lightweight Invariant Features from Galois Theory*
Blum-Smith, B., Huang, N., Cuturi, M. & Villar, S., 1 Jan 2025, In: SIAM Journal on Applied Algebra and Geometry. 9, 4, p. 902-938 37 p.Research output: Contribution to journal › Article › peer-review
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Mapping cells through time and space with moscot
Klein, D., Palla, G., Lange, M., Klein, M., Piran, Z., Gander, M., Meng-Papaxanthos, L., Sterr, M., Saber, L., Jing, C., Bastidas-Ponce, A., Cota, P., Tarquis-Medina, M., Parikh, S., Gold, I., Lickert, H., Bakhti, M., Nitzan, M., Cuturi, M. & Theis, F. J., 27 Feb 2025, In: Nature. 638, 8052, p. 1065-1075 11 p.Research output: Contribution to journal › Article › peer-review
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Scaling Laws for Forgetting during Finetuning with Pretraining Data Injection
Bethune, L., Grangier, D., Busbridge, D., Gualdoni, E., Cuturi, M. & Ablin, P., 1 Jan 2025, In: Proceedings of Machine Learning Research. 267, p. 4020-4042 23 p.Research output: Contribution to journal › Conference article › peer-review
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Shielded Diffusion: Generating Novel and Diverse Images using Sparse Repellency
Kirchhof, M., Thornton, J., Béthune, L., Ablin, P., Ndiaye, E. & Cuturi, M., 1 Jan 2025, In: Proceedings of Machine Learning Research. 267, p. 30911-30942 32 p.Research output: Contribution to journal › Conference article › peer-review
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SIMPLE REFLOW: IMPROVED TECHNIQUES FOR FAST FLOW MODELS
Kim, B., Hsieh, Y. G., Klein, M., Cuturi, M., Ye, J. C., Kawar, B. & Thornton, J., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 36219-36245 27 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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A Specialized Semismooth Newton Method for Kernel-Based Optimal Transport
Lin, T., Cuturi, M. & Jordan, M. I., 1 Jan 2024, In: Proceedings of Machine Learning Research. 238, p. 145-153 9 p.Research output: Contribution to journal › Conference article › peer-review
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Careful with that Scalpel: Improving Gradient Surgery with an EMA
Hsieh, Y. G., Thornton, J., Ndiaye, E., Klein, M., Cuturi, M. & Ablin, P., 1 Jan 2024, In: Proceedings of Machine Learning Research. 235, p. 19085-19100 16 p.Research output: Contribution to journal › Conference article › peer-review