Saiyong Yang

According to our database, Saiyong Yang authored at least 21 papers between 2011 and 2026.

Collaborative distances:

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

2026

ADWIN: Adaptive Windows for Horizon-Aware On-Policy Distillation.

Kun Liang, Chenming Tang, Clive Bai, Weijie Liu, Saiyong Yang, Yunfang Wu

CoRR, May, 2026

RLVR Datasets and Where to Find Them: Tracing Data Lineage for Better Training Data.

Hsiu-Yuan Huang, Weijie Liu, Chenming Tang, Sanwoo Lee, Kai Yang, Yangkun Chen, Saiyong Yang, Yunfang Wu

CoRR, May, 2026

Learning to Foresee: Unveiling the Unlocking Efficiency of On-Policy Distillation.

Yuchen Cai, Ding Cao, Liang Lin, Chunxi Luo, Xin Xu, Kai Yang, Weijie Liu, Saiyong Yang, Tianxiang Zhao, Guangzhong Sun, Guiquan Liu, Junfeng Fang

CoRR, May, 2026

Debiased Model-based Representations for Sample-efficient Continuous Control.

Jiafei Lyu, Zichuan Lin, Scott Fujimoto, Kai Yang, Yangkun Chen, Saiyong Yang, Zongqing Lu, Deheng Ye

CoRR, May, 2026

Listwise Policy Optimization: Group-based RLVR as Target-Projection on the LLM Response Simplex.

Yun Qu, Qi Wang, Yixiu Mao, Heming Zou, Yuhang Jiang, Yingyue Li, Wutong Xu, Lizhou Cai, Weijie Liu, Clive Bai, Kai Yang, Yangkun Chen, Saiyong Yang, Xiangyang Ji

CoRR, May, 2026

Tool Learning Needs Nothing More Than a Free 8B Language Model.

Chenming Tang, Hsiu-Yuan Huang, Weijie Liu, Junqiang Zheng, Saiyong Yang, Yunfang Wu

CoRR, April, 2026

Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation.

Wenkai Yang, Weijie Liu, Ruobing Xie, Kai Yang, Saiyong Yang, Yankai Lin

CoRR, February, 2026

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models.

Xin Xu, Clive Bai, Kai Yang, Tianlong Chen, Yangkun Chen, Weijie Liu, Hao Chen, Yang Wang, Saiyong Yang, Can Yang

CoRR, February, 2026

Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models.

Yun Qu, Qi Wang, Yixiu Mao, Heming Zou, Yuhang Jiang, Weijie Liu, Clive Bai, Kai Yang, Yangkun Chen, Saiyong Yang, Xiangyang Ji

CoRR, February, 2026

ORBIT: On-policy Exploration-Exploitation for Controllable Multi-Budget Reasoning.

Kun Liang, Clive Bai, Xin Xu, Chenming Tang, Sanwoo Lee, Weijie Liu, Saiyong Yang, Yunfang Wu

CoRR, January, 2026

Do Not Step Into the Same River Twice: Learning to Reason from Trial and Error.

Chenming Tang, Hsiu-Yuan Huang, Weijie Liu, Clive Bai, Saiyong Yang, Yunfang Wu

Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2026

2025

EntroPIC: Towards Stable Long-Term Training of LLMs via Entropy Stabilization with Proportional-Integral Control.

Kai Yang, Xin Xu, Yangkun Chen, Weijie Liu, Jiafei Lyu, Zichuan Lin, Deheng Ye, Saiyong Yang

CoRR, November, 2025

DRIVE: Data Curation Best Practices for Reinforcement Learning with Verifiable Reward in Competitive Code Generation.

Speed Zhu, Jianwei Cai, Guang Chen, Lulu Wu, Saiyong Yang, Wiggin Zhou

CoRR, November, 2025

Think Outside the Policy: In-Context Steered Policy Optimization.

Hsiu-Yuan Huang, Chenming Tang, Weijie Liu, Saiyong Yang, Yunfang Wu

CoRR, October, 2025

Do Not Step Into the Same River Twice: Learning to Reason from Trial and Error.

Chenming Tang, Hsiu-Yuan Huang, Weijie Liu, Saiyong Yang, Yunfang Wu

CoRR, October, 2025

LaSeR: Reinforcement Learning with Last-Token Self-Rewarding.

Wenkai Yang, Weijie Liu, Ruobing Xie, Yiju Guo, Lulu Wu, Saiyong Yang, Yankai Lin

CoRR, October, 2025

Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners.

Xin Xu, Cliveb AI, Kai Yang, Tianhao Chen, Yang Wang, Saiyong Yang, Can Yang

CoRR, September, 2025

RAG-Targeted SFT Improves RAG-Enhanced Math Reasoning.

Haiye Lin, Ruobing Xie, Hao Zhang, Wenjie Liang, Jin Xu, Ding Zhang, Jiale Wang, Hai-Tao Zheng, Yanfeng Chen, Saiyong Yang, Xingwu Sun, Zhanhui Kang

Proceedings of the Natural Language Processing and Chinese Computing, 2025

Eliminating Retrieval Knowledge Conflicts: Cross-Validation Re-ranking with Large Language Models.

Qirui Wu, Lin Hai, Hai-Tao Zheng, Ruobing Xie, Saiyong Yang, Xingwu Sun, Zhanhui Kang, Hong-Gee Kim

Proceedings of the International Joint Conference on Neural Networks, 2025

2012

A low-cost hand gesture human-computer interaction system.

Leyuan Liu, Nong Sang, Saiyong Yang

Proceedings of the IEEE International Conference on Consumer Electronics, 2012

2011

Real-time skin color detection under rapidly changing illumination conditions.

Leyuan Liu, Nong Sang, Saiyong Yang, Rui Huang

IEEE Trans. Consumer Electron., 2011