publications

2024

1. ICML

   Think Before You Act: Decision Transformers with Internal Working Memory

   Jikun Kang, Romain Laroche, Xindi Yuan, and 3 more authors

   arXiv preprint arXiv:2305.16338, 2024

   Bib

   @article{kang2023think,
     title = {Think Before You Act: Decision Transformers with Internal Working Memory},
     author = {Kang, Jikun and Laroche, Romain and Yuan, Xindi and Trischler, Adam and Liu, Xue and Fu, Jie},
     journal = {arXiv preprint arXiv:2305.16338},
     year = {2024},
   }

2. IWQoS

   Incentive Temperature Control for Green Colocation Data Centers via Reinforcement Learning

   Rongrong Wang, Duc Van Le, Jikun Kang, and 2 more authors

   In IEEE/ACM International Symposium on Quality of Service (IWQoS), 2024
3. AAAI

   LaFFi: Leveraging Hybrid Natural Language Feedback for Fine-tuning Language

   Qianxi Li, Yingyue Cao, Jikun Kang, and 4 more authors

   In AAAI 2024 Human-Centric Representation Learning, 2024

2023

1. ICC

   Multi-agent Attention Actor-Critic Algorithm for Load Balancing in Cellular Networks

   Jikun Kang, Di Wu, Ju Wang, and 2 more authors

   In ICC, 2023

   Bib

   @inproceedings{DBLP:conf/icc/Kang23,
     author = {Kang, Jikun and Wu, Di and Wang, Ju and Liu, Xue and Dudek, Gregory},
     title = {Multi-agent Attention Actor-Critic Algorithm for Load Balancing in Cellular Networks},
     booktitle = {{ICC}},
     publisher = {{IEEE}},
     pages = {1--6},
     year = {2023},
   }

2022

1. Smart Grid

   Peer-to-Peer Energy Trading and Energy Conversion in Interconnected Multi-Energy Microgrids Using Multi-Agent Deep Reinforcement Learning

   Tianyi Chen, Shengrong Bu, Xue Liu, and 3 more authors

   IEEE Trans. Smart Grid, 2022

   Bib

   @article{DBLP:journals/tsg/ChenBLKYH22,
     author = {Chen, Tianyi and Bu, Shengrong and Liu, Xue and Kang, Jikun and Yu, F. Richard and Han, Zhu},
     title = {Peer-to-Peer Energy Trading and Energy Conversion in Interconnected
                    Multi-Energy Microgrids Using Multi-Agent Deep Reinforcement Learning},
     journal = {{IEEE} Trans. Smart Grid},
     volume = {13},
     number = {1},
     pages = {715--727},
     year = {2022},
   }

2. CoRL

   Learning Multi-Objective Curricula for Robotics Policy Learning

   Jikun Kang, Miao Liu, Abhinav Gupta, and 3 more authors

   CoRL, 2022

   Bib

   @article{DBLP:journals/corr/abs-2110-03032,
     author = {Kang, Jikun and Liu, Miao and Gupta, Abhinav and Pal, Chris and Liu, Xue and Fu, Jie},
     title = {Learning Multi-Objective Curricula for Robotics Policy Learning},
     journal = {CoRL},
     volume = {abs/2110.03032},
     year = {2022},
   }

3. Globecom

   A Generalized Load Balancing Policy With Multi-Teacher Reinforcement Learning

   Jikun Kang, Ju Wang, Chengming Hu, and 2 more authors

   In GLOBECOM, 2022

   Bib

   @inproceedings{DBLP:conf/globecom/2022,
     author = {Kang, Jikun and Wang, Ju and Hu, Chengming and Liu, Xue and Dudek, Gregory},
     title = {A Generalized Load Balancing Policy With Multi-Teacher Reinforcement Learning},
     booktitle = {{GLOBECOM}},
     publisher = {{IEEE}},
     year = {2022},
   }

4. Patent

   Hierarchical policy learning for hybrid communication load balancing

   Jikun Kang, Xi Chen, Di Wu, and 5 more authors

   May 2022

   US Patent App. 17/363,918
5. Patent

   METHOD AND APPARATUS FOR DISTRIBUTING TRAFFIC LOAD BETWEEN DIFFERENT COMMUNICATION CELLS

   Di WU, Jikun Kang, Yi Tian XU, and 8 more authors

   May 2022

   US Patent App. 17/334,018
6. Patent

   LOAD BALANCING USING DATA-EFFICIENT LEARNING

   Di Wu, Jikun Kang, Hang Li, and 8 more authors

   Feb 2022

   US Patent App. 17/139,561

2021

1. Globecom

   AFB: Improving Communication Load Forecasting Accuracy with Adaptive Feature Boosting

   Chengming Hu, Xi Chen, Ju Wang, and 8 more authors

   In GLOBECOM, Feb 2021

   Bib

   @inproceedings{DBLP:conf/globecom/HuCWLKXLWJPD21,
     author = {Hu, Chengming and Chen, Xi and Wang, Ju and Li, Hang and Kang, Jikun and Xu, Yi Tian and Liu, Xue and Wu, Di and Jang, Seowoo and Park, Intaik and Dudek, Gregory},
     title = {{AFB:} Improving Communication Load Forecasting Accuracy with Adaptive
                    Feature Boosting},
     booktitle = {{GLOBECOM}},
     pages = {1--6},
     publisher = {{IEEE}},
     year = {2021},
   }

2. ICC

   Hierarchical Policy Learning for Hybrid Communication Load Balancing

   Jikun Kang, Xi Chen, Di Wu, and 5 more authors

   In ICC, Feb 2021

   Bib

   @inproceedings{DBLP:conf/icc/KangCWXLDLP21,
     author = {Kang, Jikun and Chen, Xi and Wu, Di and Xu, Yi Tian and Liu, Xue and Dudek, Gregory and Lee, Taeseop and Park, Intaik},
     title = {Hierarchical Policy Learning for Hybrid Communication Load Balancing},
     booktitle = {{ICC}},
     pages = {1--6},
     publisher = {{IEEE}},
     year = {2021},
   }

3. Globecom

   Load Balancing for Communication Networks via Data-Efficient Deep Reinforcement Learning

   Di Wu, Jikun Kang, Yi Tian Xu, and 9 more authors

   In GLOBECOM, Feb 2021

   Bib

   @inproceedings{DBLP:conf/globecom/WuKXLLCRJLPLD21,
     author = {Wu, Di and Kang, Jikun and Xu, Yi Tian and Li, Hang and Li, Jimmy and Chen, Xi and Rivkin, Dmitriy and Jenkin, Michael and Lee, Taeseop and Park, Intaik and Liu, Xue and Dudek, Gregory},
     title = {Load Balancing for Communication Networks via Data-Efficient Deep
                    Reinforcement Learning},
     booktitle = {{GLOBECOM}},
     pages = {1--7},
     publisher = {{IEEE}},
     year = {2021},
   }

2020

1. NeurIPS

   Multi-Agent Option Critic Architecture

   Abhinav Goupta, Jhelum Chakravorty, Jikun Kang, and 3 more authors

   In Neural Information Processing Systems (NeurIPS) workshops in Deep Reinforcement Learning, Feb 2020