Songtao Feng

According to our database, Songtao Feng authored at least 19 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Toward General Function Approximation in Nonstationary Reinforcement Learning.

Songtao Feng, Ming Yin, Ruiquan Huang, Yu-Xiang Wang, Jing Yang, Yingbin Liang

IEEE J. Sel. Areas Inf. Theory, 2024

Offline Multitask Representation Learning for Reinforcement Learning.

Haque Ishfaq, Thanh Nguyen-Tang, Songtao Feng, Raman Arora, Mengdi Wang, Ming Yin, Doina Precup

CoRR, 2024

Towards General Function Approximation in Nonstationary Reinforcement Learning.

Songtao Feng, Ming Yin, Ruiquan Huang, Yu-Xiang Wang, Jing Yang, Yingbin Liang

Proceedings of the IEEE International Symposium on Information Theory, 2024

Improving Sample Efficiency of Model-Free Algorithms for Zero-Sum Markov Games.

Songtao Feng, Ming Yin, Yu-Xiang Wang, Jing Yang, Yingbin Liang

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Model-Free Algorithm with Improved Sample Efficiency for Zero-Sum Markov Games.

Songtao Feng, Ming Yin, Yu-Xiang Wang, Jing Yang, Yingbin Liang

CoRR, 2023

Non-stationary Reinforcement Learning under General Function Approximation.

Songtao Feng, Ming Yin, Ruiquan Huang, Yu-Xiang Wang, Jing Yang, Yingbin Liang

Proceedings of the International Conference on Machine Learning, 2023

2022

Precoding and Scheduling for AoI Minimization in MIMO Broadcast Channels.

Songtao Feng, Jing Yang

IEEE Trans. Inf. Theory, 2022

Provable Benefit of Multitask Representation Learning in Reinforcement Learning.

Yuan Cheng, Songtao Feng, Jing Yang, Hong Zhang, Yingbin Liang

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

Age of Information Minimization for an Energy Harvesting Source With Updating Erasures: Without and With Feedback.

Songtao Feng, Jing Yang

IEEE Trans. Commun., 2021

Adaptive Surveillance Testing for Efficient Infection Rate Estimation.

Songtao Feng, Jing Yang

Proceedings of the IEEE International Symposium on Information Theory, 2021

2020

AoI Minimization in Broadcast Channels with Channel State Information.

Songtao Feng, Jing Yang

Proceedings of the IEEE International Symposium on Information Theory, 2020

Information Freshness for Timely Detection of Status Changes.

Songtao Feng, Jing Yang

Proceedings of the 54th Annual Conference on Information Sciences and Systems, 2020

2019

When to preempt? Age of information minimization under link capacity constraint.

Boyu Wang, Songtao Feng, Jing Yang

J. Commun. Networks, 2019

Age-Optimal Transmission of Rateless Codes in an Erasure Channel.

Songtao Feng, Jing Yang

Proceedings of the 2019 IEEE International Conference on Communications, 2019

Adaptive Coding for Information Freshness in a Two-User Broadcast Erasure Channel.

Songtao Feng, Jing Yang

Proceedings of the 2019 IEEE Global Communications Conference, 2019

2018

Age of Information Minimization for an Energy Harvesting Source with Updating Erasures: With and Without Feedback.

Songtao Feng, Jing Yang

CoRR, 2018

To Skip or to Switch? Minimizing Age of Information Under Link Capacity Constraint.

Boyu Wang, Songtao Feng, Jing Yang

Proceedings of the 19th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2018

Minimizing Age of Information for an Energy Harvesting Source with Updating Failures.

Songtao Feng, Jing Yang

Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

Optimal status updating for an energy harvesting sensor with a noisy channel.

Songtao Feng, Jing Yang

Proceedings of the IEEE INFOCOM 2018, 2018