Toni, Laura

19 publications

ICML 2025 Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds Aya Kayal, Sattar Vakili, Laura Toni, Da-Shan Shiu, Alberto Bernacchia

NeurIPS 2025 Effects of Dropout on Performance in Long-Range Graph Learning Tasks Jasraj Singh, Keyue Jiang, Brooks Paige, Laura Toni

ICLRW 2025 Graph Discrete Diffusion: A Spectral Study Olga Zaghen, Manuel Madeira, Laura Toni, Pascal Frossard

AISTATS 2025 Heterogeneous Graph Structure Learning Through the Lens of Data-Generating Processes Keyue Jiang, Bohan Tang, Xiaowen Dong, Laura Toni

NeurIPS 2025 NAVIX: Scaling MiniGrid Environments with JAX Eduardo Pignatelli, Jarek Luca Liesen, Robert Tjarko Lange, Chris Lu, Pablo Samuel Castro, Laura Toni

AISTATS 2025 Near-Optimal Sample Complexity in Reward-Free Kernel-Based Reinforcement Learning Aya Kayal, Sattar Vakili, Laura Toni, Alberto Bernacchia

TMLR 2024 A Survey of Temporal Credit Assignment in Deep Reinforcement Learning Eduardo Pignatelli, Johan Ferret, Matthieu Geist, Thomas Mesnard, Hado van Hasselt, Laura Toni

ICMLW 2024 Assessing the Zero-Shot Capabilities of LLMs for Action Evaluation in RL Eduardo Pignatelli, Johan Ferret, Davide Paglieri, Samuel Coward, Tim Rocktäschel, Edward Grefenstette, Laura Toni

ICMLW 2024 Conditional Meta-Reinforcement Learning with State Representation Yuxuan Sun, Laura Toni, Yiannis Andreopoulos

NeurIPSW 2023 Does Behavioral Diversity in Intrinsic Rewards Help Exploration? Aya Kayal, Eduardo Pignatelli, Laura Toni

ECML-PKDD 2023 MiDi: Mixed Graph and 3D Denoising Diffusion for Molecule Generation Clément Vignac, Nagham Osman, Laura Toni, Pascal Frossard

ICLRW 2023 MiDi: Mixed Graph and 3D Denoising Diffusion for Molecule Generation Clement Vignac, Nagham Osman, Laura Toni, Pascal Frossard

ECML-PKDD 2023 Online Network Source Optimization with Graph-Kernel MAB Laura Toni, Pascal Frossard

AISTATS 2022 An Information-Theoretical Approach to Semi-Supervised Learning Under Covariate-Shift Gholamali Aminian, Mahed Abroshan, Mohammad Mahdi Khalili, Laura Toni, Miguel Rodrigues

AISTATS 2022 Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm Yuheng Bu, Gholamali Aminian, Laura Toni, Gregory W. Wornell, Miguel Rodrigues

NeurIPS 2021 An Exact Characterization of the Generalization Error for the Gibbs Algorithm Gholamali Aminian, Yuheng Bu, Laura Toni, Miguel Rodrigues, Gregory Wornell

ICMLW 2021 Disentangled Predictive Representation for Meta-Reinforcement Learning Sephora Madjiheurem, Laura Toni

AISTATS 2020 Laplacian-Regularized Graph Bandits: Algorithms and Theoretical Analysis Kaige Yang, Laura Toni, Xiaowen Dong

AISTATS 2019 Representation Learning on Graphs: A Reinforcement Learning Application Sephora Madjiheurem, Laura Toni