Beyond Lipschitz: Sharp Generalization and Excess Risk Bounds for Full-Batch GD
K. Nikolakakis, F. Haddadpour, A. Karbasi, D. Kalogerias, ICLR 2023
Black-Box Generalization: Stability of Zeroth-Order Learning
K. Nikolakakis, F. Haddadpour, D. Kalogerias, A. Karbasi, Neurips 2022
Optimal Rates for Learning Hidden Tree Structures
K. Nikolakakis, D. Kalogerias, A. Sarwate, under review
Quantile Multi-Armed Bandits: Optimal Best-Arm Identification and a Differentially Private Scheme
K. Nikolakakis, D. Kalogerias, O. Sheffet A. Sarwate, JSAIT 2021
Predictive Learning on Hidden Tree-Structured Ising Models
K. Nikolakakis, D. Kalogerias, A. Sarwate, JMLR 2021
Learning Tree Structures from Noisy Data
K. Nikolakakis, D. Kalogerias, A. Sarwate, AIStats 2019