Mohri, Mehryar
159 publications
ICML
2025
Balancing the Scales: A Theoretical and Algorithmic Framework for Learning from Imbalanced Data
AISTATS
2024
Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention
NeurIPS
2021
A Provably Efficient Model-Free Posterior Sampling Method for Episodic Reinforcement Learning
NeurIPS
2021
Beyond Value-Function Gaps: Improved Instance-Dependent Regret Bounds for Episodic Reinforcement Learning
NeurIPS
2018
Efficient Gradient Computation for Structured Output Learning with Rational and Tropical Losses