Fast Second-order Method for Neural Networks under Small Treewidth Setting. - Xiaoyu Li 001; Jiangxuan Long 001; Zhao Song 002; Tianyi Zhou 011 (IEEE Big Data, 2024)

Circuit Complexity Bounds for RoPE-based Transformer Architecture. - Bo Chen 029; Xiaoyu Li 001; Yingyu Liang; Jiangxuan Long 001; Zhenmei Shi; Zhao Song 002 (CoRR, 2024)

Streaming Kernel PCA Algorithm With Small Space. - Yichuan Deng 002; Jiangxuan Long 001; Zhao Song 002; Zifan Wang 003; Han Zhang 037 (CPAL, 2025)

Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix. - Yingyu Liang; Jiangxuan Long 001; Zhenmei Shi; Zhao Song 002; Yufa Zhou 001 (ICLR, 2025)

Neural Algorithmic Reasoning for Hypergraphs with Looped Transformers. - Xiaoyu Li 001; Yingyu Liang; Jiangxuan Long 001; Zhenmei Shi; Zhao Song 002; Zhen Zhuang (CoRR, 2025)

Theoretical Guarantees for High Order Trajectory Refinement in Generative Flows. - Chengyue Gong; Xiaoyu Li 001; Yingyu Liang; Jiangxuan Long 001; Zhenmei Shi; Zhao Song 002; Yu Tian (CoRR, 2025)

Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency. - Jiangxuan Long 001; Zhao Song 002; Chiwun Yang (CoRR, 2025)