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DAOpt: Modeling and Evaluation of Data-Driven Optimization under Uncertainty with LLMs
Wenzhuo Zhu, Zheng Cui, Wenhan Lu, Sheng Liu, Yue Zhao
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
k-SVD with Gradient Descent
Yassir Jedra, Devavrat Shah
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Bayesian Surrogates for Risk-Aware Pre-Assessment of Aging Bridge Portfolios
Sophia V. Kuhn, Rafael Bischof, Marius Weber, Antoine Binggeli, Michael Kraus, Walter Kaufmann, Fernando Perez-Cruz
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Bayesian Optimization using Partially Observable Gaussian Process Network
Saksham Kiroriwal, Julius Pfrommer, Jürgen Beyerer
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Optimization-Driven XGBoost-PINN Framework for Building Temperature Prediction
Tushar Shinde, Rohan Saha
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Decision Focused Scenario Generation for Contextual Two-Stage Stochastic Linear Programming
Jonathan Hornewall, Solène Delannoy-Pavy, Vincent Leclère, Tito Homem-De-Mello
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
A Dual Perspective on Decision Focused Learning
Paula Rodriguez-Diaz, Kirk Bansak, Elisabeth Paulson
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Who Should Do What? Adaptive Delegation in Human-AI Collaboration
Wei Gu, Michael Lingzhi Li, Shixiang Zhu
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Exploration via Feature Perturbation in Contextual Bandits
Seouh-won Yi, Min-hwan Oh
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Blessings of many good arms in multi-objective linear bandits
Heesang Ann, Min-hwan Oh
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Statistical Properties of Robust Optimization under Distribution Shifts
Zhiyi Li, Xiaojie Mao, Yunbei Xu, Ruohan Zhan
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Transformer-Based Next-Step Prediction for Queue Length Distribution
Jieqi Di, Jiecheng Lu, Runhua Wu, Yuwei Zhou
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Safe Start: Configuring Optimization Algorithms for Decision-Making under Extreme Risks
Wasin Meesena, Henry Lam
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Geometric Data Valuation via Leverage Scores
Rodrigo Mendoza Smith
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Selective Cost-Aware Random Forests for Unreliable Data
Sarwesh Rauniyar
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
A Behavioral Model for Exploration vs. Exploitation: Theoretical Framework and Experimental Evidence
Jingying Ding, Yifan Feng, Ying Rong
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Plan for the Worst With Advice: Advice-Augmented Robust Markov Decision Processes
Tinashe Handina, Kishan Panaganti, Eric Mazumdar, Adam Wierman
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Admissibility of Completely Randomized Trials: A Large-Deviation Approach
Guido Imbens, Chao Qin, Stefan Wager
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Autoregressive Learning under Joint KL Analysis: Horizon-Free Approximation and Computational-Statistical Tradeoffs
Yunbei Xu, Yuzhe Yuan, Ruohan Zhan
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Finite-Time Minimax Bounds in Queueing Control
Yujie Liu, Vincent Y. F. Tan, Yunbei Xu
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Prediction-Driven Staffing for Emergency Departments: What to Predict and How to Predict
Lin Feng, Jing Dong
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Fast Variability Approximation: Speeding up Divergence-Based Distributionally Robust Optimization via Directed Perturbation
Henry Lam, Mohamed Lakhnichi
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Accelerating Diffusion via Compressed Sensing: Applications to Imaging and Finance
Zhengyi Guo, Jiatu Li, Wenpin Tang, David Yao
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
Measuring Informativeness Gap of (Mis)Calibrated Predictors
Yiding Feng, Wei Tang
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone
A Sharp Comparison of Prescriptive Analytic Frameworks for The Big Data Newsvendor Problem
Zhen Qiao, Karthyek Murthy
- Published: 28 Nov 2025, Last Modified: 30 Nov 2025
- NeurIPS 2025 Workshop MLxOR
- Readers: Everyone

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