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20152023
most citedCollapsing Bandits and Their Application to Public Health Interventions

15 citations · 80 across the 26 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

cs.SI2021★ 2 cited

Diffusion Source Identification on Networks with Statistical Confidence

Quinlan Dawkins, Tianxi Li, Haifeng Xu

Diffusion source identification on networks is a problem of fundamental importance in a broad class of applications, including rumor controlling and virus identification. Though th…

cs.GT2021

Regret-Minimizing Bayesian Persuasion

Yakov Babichenko, Inbal Talgam-Cohen, Haifeng Xu +1

We study a Bayesian persuasion setting with binary actions (adopt and reject) for Receiver. We examine the following question - how well can Sender perform, in terms of persuading…

cs.LG2021★ 2 cited

Incentivizing Exploration in Linear Bandits under Information Gap

Huazheng Wang, Haifeng Xu, Chuanhao Li +2

We study the problem of incentivizing exploration for myopic users in linear bandits, where the users tend to exploit arm with the highest predicted reward instead of exploring. In…

cs.GT2021★ 7 cited

Optimal Pricing of Information

Shuze Liu, Weiran Shen, Haifeng Xu

A decision maker is choosing between an active action (e.g., purchase a house, invest certain stock) and a passive action. The payoff of the active action depends on the buyer's pr…

cs.GT2021

Learning to Persuade on the Fly: Robustness Against Ignorance

You Zu, Krishnamurthy Iyer, Haifeng Xu

Motivated by information sharing in online platforms, we study repeated persuasion between a sender and a stream of receivers where at each time, the sender observes a payoff-relev…

cs.LG2021

Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification

Anshuka Rangi, Long Tran-Thanh, Haifeng Xu +1

We study bandit algorithms under data poisoning attacks in a bounded reward setting. We consider a strong attacker model in which the attacker can observe both the selected actions…