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Xiwang Yang

4 accepted papers

2022

A competitive analysis of online failure-aware assignment

UAI 2022poster

Motivated by a new generation of Internet advertising that has emerged in the live streaming e-commerce markets (e.g., Tiktok) over the past five years, we study a variant of online bipartite matching problem: advertisers send ad requests to influencers (aka, key opinion leaders) on a social media p…

Cited by 1SourcePDFScholar
2022

Optimal Anonymous Independent Reward Scheme Design

IJCAI 2022poster

We consider designing reward schemes that incentivize agents to create high-quality content (e.g., videos, images, text, ideas). The problem is at the center of a real-world application where the goal is to optimize the overall quality of generated content on user-generated content platforms. We foc…

Cited by 2SourcePDFScholar
2021

DEAR: Deep Reinforcement Learning for Online Advertising Impression in Recommender Systems

AAAI 2021technical

With the recent prevalence of Reinforcement Learning (RL), there have been tremendous interests in utilizing RL for online advertising in recommendation platforms (e.g., e-commerce and news feed sites). However, most RL-based advertising algorithms focus on optimizing ads' revenue while ignoring the…

Cited by 131SourcePDFScholar