Research
Working papers
Listed in reverse chronological order
Achieving Õ(1/ε) Sample Complexity for Constrained Markov Decision Process, Jiashuo Jiang, Yinyu Ye [Paper] Working paper.
Constrained Online Two-stage Stochastic Optimization: Algorithms with (and without) Predictions, Piao Hu, Jiashuo Jiang, Guodong Lyu, Hao Su [Paper] Working paper.
High-dimensional Linear Bandits with Knapsacks, Wanteng Ma, Dong Xia, Jiashuo Jiang [Paper] Working paper.
Constant Approximation for Network Revenue Management with Markovian-correlated Customer Arrivals, Jiashuo Jiang [Paper] Submitted.
Degeneracy is OK: Logarithmic Regret for Network Revenue Management with Indiscrete Distributions, Jiashuo Jiang, Will Ma, Jiawei Zhang [Paper] Under revision at Operations Research.
Tightness without Counterexamples: A New Approach and New Results for Prophet Inequalities, Jiashuo Jiang, Will Ma, Jiawei Zhang [Paper] Under revision at Mathematics of Operations Research, extended abstract accepted at EC 2023.
Tight Guarantees for Multi-unit Prophet Inequalities and Online Stochastic Knapsack, Jiashuo Jiang, Will Ma, Jiawei Zhang [Paper] Accepted by Operations Research, preliminary version accepted at SODA 2022.
Finalist for the George Nicholson Student Paper Competition
Finalist for the Jeff McGill Student Paper Competition
Online Resource Allocation with Stochastic Resource Consumption, Jiashuo Jiang, Jiawei Zhang [Paper] Under revision.
Publications
Online Stochastic Optimization with Wasserstein Based Non-stationarity, Jiashuo Jiang, Xiaocheng Li, Jiawei Zhang [Paper] Management Science, 2024.
Learning to Order for Inventory Systems with Lost Sales and Uncertain Supplies Boxiao Chen, Jiashuo Jiang, Jiawei Zhang, Zhengyuan Zhou [Paper] Management Science, 2023.
Tightness without Counterexamples: A New Approach and New Results for Prophet Inequalities, Jiashuo Jiang, Will Ma, Jiawei Zhang [Paper] The Twenty-Fourth ACM Conference on Economics and Computation (EC 2023).
Achieving High Individual Service-Levels without Safety Stock? Optimal Rationing Policy of Pooled Resources Jiashuo Jiang, Shixin Wang, Jiawei Zhang [Paper] Operations Research, 2022.
Non-stationary Bandits with Knapsacks, Shang Liu, Jiashuo Jiang, Xiaocheng Li [Paper] Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022).
Tight Guarantees for Multi-unit Prophet Inequalities and Online Stochastic Knapsack, Jiashuo Jiang, Will Ma, Jiawei Zhang [Paper] ACM-SIAM Symposium on Discrete Algorithms (SODA 2022) [Link].
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