Songtao Huang

PhD student, Shanghai Artificial Intelligence Laboratory

Joined

May 2024

Names

Songtao Huang (Preferred)

Emails

****@lzu.edu.cn (Confirmed)

****@pjlab.org.cn (Confirmed)

Personal Links

Career & Education History

PhD student

Shanghai Artificial Intelligence Laboratory (pjlab.org.cn)

2025 – 2030

Advisors, Relations & Conflicts

PhD Advisor

LEI BAI

2025 – 2030

PhD Advisor

Bo Zhang

2025 – 2030

Expertise

Large Language Model

2025 – 2030

Agentic RL

2025 – 2030

Publications

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
Guibin Zhang, Hejia Geng, Xiaohang Yu, Zhenfei Yin, Zaibin Zhang, Zelin Tan, Heng Zhou, Zhong-Zhi Li, Xiangyuan Xue, Yijiang Li, Yifan Zhou, Yang Chen, Chen Zhang, Yutao Fan, Zihu Wang, Songtao Huang, Francisco Piedrahita Velez, Yue Liao, Hongru Wang, Mengyue Yang et al. (5 additional authors not shown)
- Trans. Mach. Learn. Res. 2026
- Readers: Everyone
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
Guibin Zhang, Hejia Geng, Xiaohang Yu, Zhenfei Yin, Zaibin Zhang, Zelin Tan, Heng Zhou, Zhong-Zhi Li, Xiangyuan Xue, Yijiang Li, Yifan Zhou, Yang Chen, Chen Zhang, Yutao Fan, Zihu Wang, Songtao Huang, Francisco Piedrahita Velez, Yue Liao, Hongru WANG, Mengyue Yang et al. (5 additional authors not shown)
- Accepted by TMLR
- Readers: Everyone
RewardCode: Training Generalist Code Reward Model via Pairwise Reinforcement Learning
Songtao Huang, Shiyang Feng, Xiaohan He, Xiangchao Yan, Bo Zhang, LEI BAI
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Self-Tooling Agent: Dynamically Extending Agent Capabilities through Scientific Tool Synthesis and Invocation
Shiyang Feng, Shuaiyu Zhang, Songtao Huang, Xiaohan He, Bin Wang, Shuangjia Zheng, Bo Zhang, LEI BAI
- Submitted to ICLR 2026
- Readers: Everyone
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
Guibin Zhang, Hejia Geng, Xiaohang Yu, Zhenfei Yin, Zaibin Zhang, Zelin Tan, Heng Zhou, Zhongzhi Li, Xiangyuan Xue, Yijiang Li, Yifan Zhou, Yang Chen, Chen Zhang, Yutao Fan, Zihu Wang, Songtao Huang, Yue Liao, Hongru Wang, Mengyue Yang, Heng Ji et al. (5 additional authors not shown)
- CoRR 2025
- Readers: Everyone
NovelSeek: When Agent Becomes the Scientist - Building Closed-Loop System from Hypothesis to Verification
Bo Zhang, Shiyang Feng, Xiangchao Yan, Jiakang Yuan, Zhiyin Yu, Xiaohan He, Songtao Huang, Shaowei Hou, Zheng Nie, Zhilong Wang, Jinyao Liu, Runmin Ma, Tianshuo Peng, Peng Ye, Dongzhan Zhou, Shufei Zhang, Xiaosong Wang, Yilan Zhang, Meng Li, Zhongying Tu et al. (4 additional authors not shown)
- CoRR 2025
- Readers: Everyone
TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting
Songtao Huang, Zhen Zhao, Can Li, Lei Bai
- CoRR 2025
- Readers: Everyone
TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting
Songtao Huang, Zhen Zhao, Can Li, LEI BAI
- ICLR 2025 Poster
- Readers: Everyone
DST-GTN: Dynamic Spatio-Temporal Graph Transformer Network for Traffic Forecasting
Songtao Huang, Hongjin Song, Tianqi Jiang, Akbar Telikani, Jun Shen, Qingguo Zhou, Binbin Yong, Qiang Wu
- CoRR 2024
- Readers: Everyone

Co-Authors

View all 63 co-authors