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Guojun Xiong
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2020 – today
- 2024
- [j5]Guojun Xiong, Shufan Wang, Jian Li, Rahul Singh:
Whittle Index-Based Q-Learning for Wireless Edge Caching With Linear Function Approximation. IEEE/ACM Trans. Netw. 32(5): 4286-4301 (2024) - [j4]Shufan Wang, Guojun Xiong, Shichen Zhang, Huacheng Zeng, Jian Li, Shivendra S. Panwar:
Structured Reinforcement Learning for Delay-Optimal Data Transmission in Dense mmWave Networks. IEEE Trans. Wirel. Commun. 23(10): 14546-14559 (2024) - [c12]Shufan Wang, Guojun Xiong, Jian Li:
Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints. AAAI 2024: 15616-15624 - [c11]Guojun Xiong, Gang Yan, Shiqiang Wang, Jian Li:
DePRL: Achieving Linear Convergence Speedup in Personalized Decentralized Learning with Shared Representations. AAAI 2024: 16103-16111 - [c10]Guojun Xiong, Jian Li:
Provably Efficient Reinforcement Learning for Adversarial Restless Multi-Armed Bandits with Unknown Transitions and Bandit Feedback. ICML 2024 - [c9]Guojun Xiong, Gang Yan, Shiqiang Wang, Jian Li:
Straggler-Resilient Decentralized Learning via Adaptive Asynchronous Updates. MobiHoc 2024: 434-439 - [i18]Qianqian Xie, Weiguang Han, Zhengyu Chen, Ruoyu Xiang, Xiao Zhang, Yueru He, Mengxi Xiao, Dong Li, Yongfu Dai, Duanyu Feng, Yijing Xu, Haoqiang Kang, Ziyan Kuang, Chenhan Yuan, Kailai Yang, Zheheng Luo, Tianlin Zhang, Zhiwei Liu, Guojun Xiong, Zhiyang Deng, Yuechen Jiang, Zhiyuan Yao, Haohang Li, Yangyang Yu, Gang Hu, Jiajia Huang, Xiao-Yang Liu, Alejandro Lopez-Lira, Benyou Wang, Yanzhao Lai, Hao Wang, Min Peng, Sophia Ananiadou, Jimin Huang:
The FinBen: An Holistic Financial Benchmark for Large Language Models. CoRR abs/2402.12659 (2024) - [i17]Shufan Wang, Guojun Xiong, Shichen Zhang, Huacheng Zeng, Jian Li, Shivendra S. Panwar:
Structured Reinforcement Learning for Delay-Optimal Data Transmission in Dense mmWave Networks. CoRR abs/2404.16920 (2024) - [i16]Guojun Xiong, Jian Li:
Provably Efficient Reinforcement Learning for Adversarial Restless Multi-Armed Bandits with Unknown Transitions and Bandit Feedback. CoRR abs/2405.00950 (2024) - [i15]Yangyang Yu, Zhiyuan Yao, Haohang Li, Zhiyang Deng, Yupeng Cao, Zhi Chen, Jordan W. Suchow, Rong Liu, Zhenyu Cui, Denghui Zhang, Koduvayur Subbalakshmi, Guojun Xiong, Yueru He, Jimin Huang, Dong Li, Qianqian Xie:
FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making. CoRR abs/2407.06567 (2024) - [i14]Qianqian Xie, Dong Li, Mengxi Xiao, Zihao Jiang, Ruoyu Xiang, Xiao Zhang, Zhengyu Chen, Yueru He, Weiguang Han, Yuzhe Yang, Shunian Chen, Yifei Zhang, Lihang Shen, Daniel S. Kim, Zhiwei Liu, Zheheng Luo, Yangyang Yu, Yupeng Cao, Zhiyang Deng, Zhiyuan Yao, Haohang Li, Duanyu Feng, Yongfu Dai, VijayaSai Somasundaram, Peng Lu, Yilun Zhao, Yitao Long, Guojun Xiong, Kaleb Smith, Honghai Yu, Yanzhao Lai, Min Peng, Jianyun Nie, Jordan W. Suchow, Xiao-Yang Liu, Benyou Wang, Alejandro Lopez-Lira, Jimin Huang, Sophia Ananiadou:
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications. CoRR abs/2408.11878 (2024) - [i13]Xiaoyu Wang, Guojun Xiong, Houwei Cao, Jian Li, Yong Liu:
Decentralized Federated Learning with Model Caching on Mobile Agents. CoRR abs/2408.14001 (2024) - [i12]Guojun Xiong, Ujwal Dinesha, Debajoy Mukherjee, Jian Li, Srinivas Shakkottai:
DOPL: Direct Online Preference Learning for Restless Bandits with Preference Feedback. CoRR abs/2410.05527 (2024) - [i11]Niclas Boehmer, Yunfan Zhao, Guojun Xiong, Paula Rodriguez Diaz, Paola Del Cueto Cibrian, Joseph Ngonzi, Adeline Boatin, Milind Tambe:
Optimizing Vital Sign Monitoring in Resource-Constrained Maternal Care: An RL-Based Restless Bandit Approach. CoRR abs/2410.08377 (2024) - [i10]Guojun Xiong, Shufan Wang, Daniel Jiang, Jian Li:
On the Linear Speedup of Personalized Federated Reinforcement Learning with Shared Representations. CoRR abs/2411.15014 (2024) - 2023
- [j3]Guojun Xiong, Shufan Wang, Gang Yan, Jian Li:
Reinforcement Learning for Dynamic Dimensioning of Cloud Caches: A Restless Bandit Approach. IEEE/ACM Trans. Netw. 31(5): 2147-2161 (2023) - [c8]Guojun Xiong, Jian Li:
Decentralized Stochastic Multi-Player Multi-Armed Walking Bandits. AAAI 2023: 10528-10536 - [c7]Dabiao Wang, Kai Mao, Jun Zhou, Liang Huang, Guojun Xiong, Hongkang You:
Simulation Analysis of Electromagnetic Vibration of Shunt Reactor Based on AC and DC. ICCE-Berlin 2023: 9-14 - [c6]Guojun Xiong, Jian Li:
Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation. NeurIPS 2023 - [i9]Guojun Xiong, Gang Yan, Shiqiang Wang, Jian Li:
Straggler-Resilient Decentralized Learning via Adaptive Asynchronous Updates. CoRR abs/2306.06559 (2023) - [i8]Guojun Xiong, Jian Li:
Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation. CoRR abs/2310.02147 (2023) - [i7]Shufan Wang, Guojun Xiong, Jian Li:
Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints. CoRR abs/2312.10303 (2023) - [i6]Guojun Xiong, Gang Yan, Shiqiang Wang, Jian Li:
DePRL: Achieving Linear Convergence Speedup in Personalized Decentralized Learning with Shared Representations. CoRR abs/2312.10815 (2023) - 2022
- [c5]Guojun Xiong, Jian Li, Rahul Singh:
Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits. AAAI 2022: 8726-8734 - [c4]Guojun Xiong, Shufan Wang, Gang Yan, Jian Li:
Reinforcement Learning for Dynamic Dimensioning of Cloud Caches: A Restless Bandit Approach. INFOCOM 2022: 2108-2117 - [c3]Guojun Xiong, Xudong Qin, Bin Li, Rahul Singh, Jian Li:
Index-aware reinforcement learning for adaptive video streaming at the wireless edge. MobiHoc 2022: 81-90 - [c2]Guojun Xiong, Shufan Wang, Jian Li:
Learning Infinite-Horizon Average-Reward Restless Multi-Action Bandits via Index Awareness. NeurIPS 2022 - [i5]Guojun Xiong, Shufan Wang, Jian Li, Rahul Singh:
Model-free Reinforcement Learning for Content Caching at the Wireless Edge via Restless Bandits. CoRR abs/2202.13187 (2022) - [i4]Guojun Xiong, Jian Li:
Decentralized Stochastic Multi-Player Multi-Armed Walking Bandits. CoRR abs/2212.06279 (2022) - 2021
- [j2]Guojun Xiong, Taejoon Kim, David J. Love, Erik Perrins:
Optimality Conditions of Performance-Guaranteed Power Minimization in MIMO Networks: A Distributed Algorithm and Its Feasibility. IEEE Trans. Signal Process. 69: 119-135 (2021) - [i3]Guojun Xiong, Rahul Singh, Jian Li:
Learning Augmented Index Policy for Optimal Service Placement at the Network Edge. CoRR abs/2101.03641 (2021) - [i2]Guojun Xiong, Gang Yan, Rahul Singh, Jian Li:
Straggler-Resilient Distributed Machine Learning with Dynamic Backup Workers. CoRR abs/2102.06280 (2021) - [i1]Guojun Xiong, Jian Li, Rahul Singh:
Reinforcement Learning for Finite-Horizon Restless Multi-Armed Multi-Action Bandits. CoRR abs/2109.09855 (2021)
2010 – 2019
- 2019
- [j1]Wei Zhang, Taejoon Kim, Guojun Xiong, Shu-Hung Leung:
Leveraging subspace information for low-rank matrix reconstruction. Signal Process. 163: 123-131 (2019) - 2017
- [c1]Guojun Xiong, Taejoon Kim, David J. Love:
Distributed Filter Design and Power Allocation for Small-Cell MIMO Networks. VTC Fall 2017: 1-5
Coauthor Index
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