Bilevel Programming for Hyperparameter Optimization and Meta-Learning. - Luca Franceschi 001; Paolo Frasconi; Saverio Salzo; Riccardo Grazzi; Massimiliano Pontil (ICML, 2018)

Far-HO: A Bilevel Programming Package for Hyperparameter Optimization and Meta-Learning. - Luca Franceschi 001; Riccardo Grazzi; Massimiliano Pontil; Saverio Salzo; Paolo Frasconi (CoRR, 2018)

Learning-to-Learn Stochastic Gradient Descent with Biased Regularization. - Giulia Denevi; Carlo Ciliberto; Riccardo Grazzi; Massimiliano Pontil (ICML, 2019)

On the Iteration Complexity of Hypergradient Computation. - Riccardo Grazzi; Luca Franceschi 001; Massimiliano Pontil; Saverio Salzo (ICML, 2020)

Convergence Properties of Stochastic Hypergradients. - Riccardo Grazzi; Massimiliano Pontil; Saverio Salzo (AISTATS, 2021)

Meta-Forecasting by combining Global Deep Representations with Local Adaptation. - Riccardo Grazzi; Valentin Flunkert; David Salinas; Tim Januschowski; Matthias W. Seeger; Cédric Archambeau (CoRR, 2021)

Group Meritocratic Fairness in Linear Contextual Bandits. - Riccardo Grazzi; Arya Akhavan; John Isak Texas Falk; Leonardo Cella; Massimiliano Pontil (NeurIPS, 2022)

Deep projection networks for learning time-homogeneous dynamical systems. - Vladimir R. Kostic; Pietro Novelli; Riccardo Grazzi; Karim Lounici; Massimiliano Pontil (CoRR, 2023)

Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-Start. - Riccardo Grazzi; Massimiliano Pontil; Saverio Salzo (J. Mach. Learn. Res., 2023)

Is Mamba Capable of In-Context Learning? - Riccardo Grazzi; Julien Niklas Siems; Simon Schrodi; Thomas Brox; Frank Hutter (AutoML, 2024)

Learning invariant representations of time-homogeneous stochastic dynamical systems. - Vladimir R. Kostic; Pietro Novelli; Riccardo Grazzi; Karim Lounici; Massimiliano Pontil (ICLR, 2024)

Nonsmooth Implicit Differentiation: Deterministic and Stochastic Convergence Rates. - Riccardo Grazzi; Massimiliano Pontil; Saverio Salzo (ICML, 2024)

Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues. - Riccardo Grazzi; Julien Siems; Arber Zela; Jörg K. H. Franke; Frank Hutter; Massimiliano Pontil (ICLR, 2025)

DeltaProduct: Increasing the Expressivity of DeltaNet Through Products of Householders. - Julien Siems; Timur Carstensen; Arber Zela; Frank Hutter; Massimiliano Pontil; Riccardo Grazzi (CoRR, 2025)