Maria Florina Balcan

Nearly-Optimal Bandit Learning in Stackelberg Games with Side Information

Sample complexity of data-driven tuning of model hyperparameters in neural networks with structured parameter-dependent dual function

Learning from weak labelers as constraints

On Learning Verifiers and Implications to Chain-of-Thought Reasoning

The Active and Noise-Tolerant Strategic Perceptron

Provable Data-driven Hyperparameter Tuning for Deep Neural Networks