LabWorld: Learning Interactive 4D Worlds for Scientific Experimentation
Suozhi Huang*, Kelsey Fu*, Binxu Li, Luna Lyu, Kaize Wu, Wenbo Lu, David Smerkous, Jiahan Li, Siqi Zhu, Zhizhou Sha, Jiacheng Guo, Zhixuan Liang, Shilong Liu, Le Cong, and Mengdi Wang
GraphCast-Mamba: Learning Non-Markovian Corrections for Weather Forecasting
Ilya Vilkoviskiy, Liang-Hong Mo, Suozhi Huang, and Dmitry A. Abanin
From Gradients to Capabilities: Understanding Multi-Teacher On-Policy Distillation
Siqi Zhu, Suozhi Huang, Kaixuan Zhang, Yuheng Yang, Zhanyang Jin, Yihang Sun, and Jiaxuan You
Can Language Models Learn to Forecast Stock Prices
Jiacheng Guo, Suozhi Huang, Shuzhen Li, Yunlong Gao, Zerui Cheng, Jason Ge, Shushu Liang, Zihao Li, Hao Lu, Ming Yin, Shilong Liu, Jiashuo Liu, Xu Kuang, and Mengdi Wang
AQuA: Recursively Self-Improving Quantitative Trading Research Agents
Jiacheng Guo, Suozhi Huang, Yunlong Gao, Zihao Li, Jason Ge, Xu Kuang, and Mengdi Wang
Agentic Laboratories of the Future: Towards World Models for Scientific Discovery
Kelsey Fu, Luna Lyu, Shuzhen Li, Suozhi Huang, et al.
Any2Poster: Any-Source Poster Generation Across Modalities and Domains
Amogh Vinaykumar, Aiden Li, Suozhi Huang, and Shilong Liu
FutureX-Pro: Extending Future Prediction to High-Value Vertical Domains
Jiashuo Liu, Siyuan Chen, Zaiyuan Wang, Zhiyuan Zeng, Jiacheng Guo, Liang Hu, Lingyue Yin, Suozhi Huang, et al.
CryptoBench: A Dynamic Benchmark for Expert-Level Evaluation of LLM Agents in Cryptocurrency
Jiacheng Guo, Suozhi Huang, Zixin Yao, Yifan Zhang, Yifu Lu, Jiashuo Liu, et al.
Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free
Zihan Qiu, Zekun Wang, Bo Zheng, Zeyu Huang, Kaiyue Wen, Songlin Yang, Rui Men, Le Yu, Fei Huang, Suozhi Huang, Dayiheng Liu, Jingren Zhou, and Junyang Lin
LeanProgress: Guiding Search for Neural Theorem Proving via Proof Progress Prediction
Suozhi Huang, Peiyang Song, Robert Joseph George, and Anima Anandkumar
InternLM2.5-StepProver: Advancing Automated Theorem Proving via Expert Iteration on Large-Scale LEAN Problems
Zijian Wu*, Suozhi Huang*, Zhejian Zhou, Huaiyuan Ying, Jiayu Wang, Dahua Lin, and Kai Chen
A Knowledge-Data Dual-Driven Framework for Predicting the Molecular Properties of Rechargeable Battery Electrolytes
Yuchen Gao, Yu-Hang Yuan, Suozhi Huang, Nan Yao, Legeng Yu, Yao-Peng Chen, Qiang Zhang, and Xiang Chen
ActFormer: Scalable Collaborative Perception via Active Queries
Suozhi Huang*, Juexiao Zhang*, Yiming Li, and Chen Feng