Artificial Intelligence for Prosthetics - challenge solutions. - Lukasz Kidzinski; Carmichael F. Ong; Sharada Prasanna Mohanty; Jennifer L. Hicks; Sean F. Carroll; Bo Zhou; Hong-cheng Zeng; Fan Wang 021; Rongzhong Lian; Hao Tian 005; Wojciech Jaskowski; Garrett Andersen; et al. (CoRR, 2019)

SCC: an efficient deep reinforcement learning agent mastering the game of StarCraft II. - Xiangjun Wang; Junxiao Song; Penghui Qi; Peng Peng; Zhenkun Tang; Wei Zhang; Weimin Li; Xiongjun Pi; Jujie He; Chao Gao; Haitao Long; Quan Yuan (ICML, 2021)

Zero Bubble (Almost) Pipeline Parallelism. - Penghui Qi; Xinyi Wan; Guangxing Huang; Min Lin (ICLR, 2024)

Pipeline Parallelism with Controllable Memory. - Penghui Qi; Xinyi Wan; Nyamdavaa Amar; Min Lin (NeurIPS, 2024)

Zero Bubble Pipeline Parallelism. - Penghui Qi; Xinyi Wan; Guangxing Huang; Min Lin (CoRR, 2024)

Balancing Pipeline Parallelism with Vocabulary Parallelism. - Man Tsung Yeung; Penghui Qi; Min Lin; Xinyi Wan (CoRR, 2024)

PipeOffload: Improving Scalability of Pipeline Parallelism with Memory Optimization. - Xinyi Wan; Penghui Qi; Guangxing Huang; Jialin Li; Min Lin (CoRR, 2025)

Understanding R1-Zero-Like Training: A Critical Perspective. - Zichen Liu; Changyu Chen; Wenjun Li; Penghui Qi; Tianyu Pang; Chao Du; Wee Sun Lee; Min Lin (CoRR, 2025)

Optimizing Anytime Reasoning via Budget Relative Policy Optimization. - Penghui Qi; Zichen Liu; Tianyu Pang; Chao Du; Wee Sun Lee; Min Lin (CoRR, 2025)

SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning. - Bo Liu 039; Leon Guertler; Simon Yu; Zichen Liu; Penghui Qi; Daniel Balcells; Mickel Liu; Cheston Tan; Weiyan Shi; Min Lin; Wee Sun Lee; Natasha Jaques (CoRR, 2025)