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Conference

Generalization Analysis of Machine Learning Algorithms via the Worst-Case Data-Generating Probability Measure

Subjects: Supervised Machine Learning; Worst-Case; Generalization GapVancouverVancouver, Canada

  • Source: AAAI 2024 - Conference on Artificial Intelligence ; https://inria.hal.science/hal-04353957 ; AAAI 2024 - Conference on Artificial Intelligence, Feb 2024, Vancouver, Canada

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Conference

HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts

Subjects: [STAT.ML]Statistics [stat]/Machine Learning [stat.ML]; [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST]Singapore2023 - Resorts World Convention Centre, Singapore

  • Source: The 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023 Main ; https://hal.science/hal-04257067 ; The 2023 Conference on Empirical Methods in Natural Language Processing,

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Academic Journal

Distributional regression and its evaluation with the CRPS: Bounds and convergence of the minimax risk ; Régression distributionnelle et son évaluation avec le CRPS: Bornes et convergence du risque minimax

Subjects: CRPS; Minimax Rate of Convergence; Nearest Neighbor Method

  • Source: ISSN: 0169-2070 ; International Journal of Forecasting ; https://hal.science/hal-03662994 ; International Journal of Forecasting, 2023, 39 (4), pp.1564-1572. ⟨10.1016/j.ijforecast.2022.11.001⟩

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