Publications

Refereed conference proceedings

[C1] From Stacked Predictions to Decisions: A Contextual Optimization Approach

Guo, Y.*; Jiang, R.; Shen, S.
NeurIPS 2025 Workshop ML×OR: Mathematical Foundations and Operational Integration of Machine Learning for Uncertainty-Aware Decision-Making, 2025. [Article]

[C2] Distributionally Robust Resource Allocation with Trust-aided Parametric Information Fusion

Guo, Y.*; Zhou, B.; Jiang, R.; Yang, X.J.; Shen, S.
Proceedings of the 2024 IEEE 63rd Conference on Decision and Control (CDC), 2024. [Article]

Student authors are marked with *.

Working papers

[W1] Learning-enhanced Route Recommendation under Unknown and Uncertain Travelers’ Trust

Guo, Y.*; Zhou, B.; Jiang, R.; Yang, X.J.; Shen, S.
Working paper.

[W2] Ensemble Methods for Multi-sourced Stochastic Optimization

Guo, Y.*; Jiang, R.; Shen, S.
Working paper.

[W3] Dynamic Data-driven Preventive Care Allocation Under Multi-sourced Predictions of Intervention Effectiveness

Guo, Y.*; Denton, B.; Shen, S.
Working paper.

[W4] Optimization with Multi-sourced Information and Unknown Reliability: A Distributionally Robust Approach

Guo, Y.*; Jiang, R.; Shen, S.
Submitted.

Student authors are marked with *.