Laura Toni
8 papers · 2019–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (3) π Academic Marathon (6) π£ Hot Topic Early Bird
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Cross-Pollinator
(14)
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Renaissance Researcher
(5)
πΊοΈ
Taxonomy Completionist
(15)
Conferences
AISTATS (6)
ICML (1)
NIPS (1)
Top co-authors
Keywords
generalization error
(3)
gibbs algorithm
(2)
learning theory
(1)
reinforcement learning
(1)
semi-supervised learning
(1)
online learning
(1)
graph laplacian
(1)
transfer learning
(1)
entropy minimization
(1)
graph representation learning
(1)
kl divergence
(1)
covariate shift
(1)
policy iteration
(1)
graph embedding
(1)
value function approximation
(1)
distribution shift
(1)
cumulative regret
(1)
generalization bound
(1)
pac-bayesian bound
(1)
bias variance tradeoff
(1)
Papers
Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds
ICML 2025
Near-Optimal Sample Complexity in Reward-Free Kernel-based Reinforcement Learning
AISTATS 2025
Heterogeneous Graph Structure Learning through the Lens of Data-generating Processes
AISTATS 2025
Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm
AISTATS 2022
An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift
AISTATS 2022
An Exact Characterization of the Generalization Error for the Gibbs Algorithm
NIPS 2021
Laplacian-Regularized Graph Bandits: Algorithms and Theoretical Analysis
AISTATS 2020
Representation Learning on Graphs: A Reinforcement Learning Application
AISTATS 2019