Amin, Saurabh

9 publications

ICLR 2026 Reducing Contextual Stochastic Bilevel Optimization via Structured Function Approximation Maxime Bouscary, Jiawei Zhang, Saurabh Amin

ICLR 2025 A Deep Generative Learning Approach for Two-Stage Adaptive Robust Optimization Aron Brenner, Rahman Khorramfar, Jennifer Z Sun, Saurabh Amin

ICML 2025 Contextual Optimization Under Model Misspecification: A Tractable and Generalizable Approach Omar Bennouna, Jiawei Zhang, Saurabh Amin, Asuman E. Ozdaglar

NeurIPS 2025 What Data Enables Optimal Decisions? an Exact Characterization for Linear Optimization Omar Bennouna, Amine Bennouna, Saurabh Amin, Asuman E. Ozdaglar

L4DC 2024 Uncertainty Informed Optimal Resource Allocation with Gaussian Process Based Bayesian Inference Samarth Gupta, Saurabh Amin

NeurIPS 2022 Effective Dimension in Bandit Problems Under Censorship Gauthier Guinet, Saurabh Amin, Patrick Jaillet

NeurIPS 2022 Scalable Design of Error-Correcting Output Codes Using Discrete Optimization with Graph Coloring Samarth Gupta, Saurabh Amin

UAI 2021 Integer Programming-Based Error-Correcting Output Code Design for Robust Classification Samarth Gupta, Saurabh Amin

L4DC 2020 Bayesian Learning with Adaptive Load Allocation Strategies Manxi Wu, Saurabh Amin, Asuman Ozdaglar