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Luca Franceschi

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Explaining Probabilistic Models with Distributional Values

Feb 15, 2024
Luca Franceschi, Michele Donini, Cédric Archambeau, Matthias Seeger

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DAG Learning on the Permutahedron

Feb 10, 2023
Valentina Zantedeschi, Luca Franceschi, Jean Kaddour, Matt J. Kusner, Vlad Niculae

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Learning Discrete Directed Acyclic Graphs via Backpropagation

Oct 27, 2022
Andrew J. Wren, Pasquale Minervini, Luca Franceschi, Valentina Zantedeschi

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Adaptive Perturbation-Based Gradient Estimation for Discrete Latent Variable Models

Sep 11, 2022
Pasquale Minervini, Luca Franceschi, Mathias Niepert

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ReFactorGNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective

Jul 21, 2022
Yihong Chen, Pushkar Mishra, Luca Franceschi, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel

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Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions

Jun 03, 2021
Mathias Niepert, Pasquale Minervini, Luca Franceschi

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On the Iteration Complexity of Hypergradient Computation

Jul 10, 2020
Riccardo Grazzi, Luca Franceschi, Massimiliano Pontil, Saverio Salzo

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Scheduling the Learning Rate via Hypergradients: New Insights and a New Algorithm

Oct 18, 2019
Michele Donini, Luca Franceschi, Massimiliano Pontil, Orchid Majumder, Paolo Frasconi

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