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Banker Online Mirror Descent


Jun 16, 2021
Jiatai Huang, Longbo Huang


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What Makes Multimodal Learning Better than Single (Provably)


Jun 08, 2021
Yu Huang, Chenzhuang Du, Zihui Xue, Xuanyao Chen, Hang Zhao, Longbo Huang

* 15 pages, 2 figures 

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Fast Federated Learning in the Presence of Arbitrary Device Unavailability


Jun 08, 2021
Xinran Gu, Kaixuan Huang, Jingzhao Zhang, Longbo Huang


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The best of both worlds: stochastic and adversarial episodic MDPs with unknown transition


Jun 08, 2021
Tiancheng Jin, Longbo Huang, Haipeng Luo


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Softmax with Regularization: Better Value Estimation in Multi-Agent Reinforcement Learning


Mar 22, 2021
Ling Pan, Tabish Rashid, Bei Peng, Longbo Huang, Shimon Whiteson


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Continuous Mean-Covariance Bandits


Feb 24, 2021
Yihan Du, Siwei Wang, Zhixuan Fang, Longbo Huang


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A One-Size-Fits-All Solution to Conservative Bandit Problems


Dec 16, 2020
Yihan Du, Siwei Wang, Longbo Huang


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Adaptive Algorithms for Multi-armed Bandit with Composite and Anonymous Feedback


Dec 15, 2020
Siwei Wang, Haoyun Wang, Longbo Huang


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Restless-UCB, an Efficient and Low-complexity Algorithm for Online Restless Bandits


Nov 06, 2020
Siwei Wang, Longbo Huang, John C. S. Lui


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Softmax Deep Double Deterministic Policy Gradients


Oct 19, 2020
Ling Pan, Qingpeng Cai, Longbo Huang

* NeurIPS 2020 

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Combinatorial Pure Exploration of Dueling Bandit


Jun 23, 2020
Wei Chen, Yihan Du, Longbo Huang, Haoyu Zhao

* Accepted to ICML 2020 

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Distributed Reinforcement Learning in Multi-Agent Networked Systems


Jun 11, 2020
Yiheng Lin, Guannan Qu, Longbo Huang, Adam Wierman


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Exploration by Maximizing Rényi Entropy for Zero-Shot Meta RL


Jun 11, 2020
Chuheng Zhang, Yuanying Cai, Longbo Huang, Jian Li


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Multi-Path Policy Optimization


Nov 22, 2019
Ling Pan, Qingpeng Cai, Longbo Huang


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Reinforcement Learning with Dynamic Boltzmann Softmax Updates


Mar 15, 2019
Ling Pan, Qingpeng Cai, Qi Meng, Wei Chen, Longbo Huang, Tie-Yan Liu


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Multi-armed Bandits with Compensation


Nov 05, 2018
Siwei Wang, Longbo Huang


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Rebalancing Dockless Bike Sharing Systems


Sep 10, 2018
Ling Pan, Qingpeng Cai, Zhixuan Fang, Pingzhong Tang, Longbo Huang


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Exploring Fast Algorithms for Composite Optimization with Serial and Asynchronous Realizations


Sep 06, 2018
Yue Yu, Longbo Huang


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Beyond the Click-Through Rate: Web Link Selection with Multi-level Feedback


May 04, 2018
Kun Chen, Kechao Cai, Longbo Huang, John C. S. Lui

* 8 pages, 12 figures 

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Multi-level Feedback Web Links Selection Problem: Learning and Optimization


Sep 08, 2017
Kechao Cai, Kun Chen, Longbo Huang, John C. S. Lui

* 8 pages (with full proof), 4 figures, ICDM 2017 technical report 

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Fast Stochastic Variance Reduced ADMM for Stochastic Composition Optimization


May 22, 2017
Yue Yu, Longbo Huang


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The Power of Online Learning in Stochastic Network Optimization


Jul 29, 2014
Longbo Huang, Xin Liu, Xiaohong Hao


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