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Publications

• Improving Policy Optimization with Generalist-Specialist Learning
  Zhiwei Jia, Xuanlin Li, Zhan Ling, Shuang Liu, Yiran Wu, Hao Su
  ICML 2022
• Unified Line and Paragraph Detection by Graph Convolutional Networks
  Shuang Liu, Renshen Wang, Michalis Raptis, Yasuhisa Fujii
  DAS 2022 (oral presentation)
• Multi-task Batch Reinforcement Learning with Metric Learning
  Jiachen Li, Quan Vuong, Shuang Liu, Minghua Liu, Kamil Ciosek, Henrik Christensen, Hao Su
  NeurIPS 2020
• Approximation and Convergence Properties of Generative Adversarial Learning
  Shuang Liu, Olivier Bousquet, Kamalika Chaudhuri
  NeurIPS 2017 (spotlight presentation)

Manuscripts

• Provably Efficient Kernelized Q-Learning
  Shuang Liu, Hao Su
• Regret Bounds for Discounted MDPs
  Shuang Liu, Hao Su
• The Inductive Bias of Restricted f-GANs
  Shuang Liu, Kamalika Chaudhuri
• Regret vs. Communication: Distributed Stochastic Multi-Armed Bandits and Beyond
  Shuang Liu, Cheng Chen, Zhihua Zhang