Diffusion Language-Shapelets for Semi-supervised Time-Series Classification. - Zhen Liu 023; Wenbin Pei; Disen Lan; Qianli Ma 001 (AAAI, 2024)

Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting. - Jiaxi Hu; Disen Lan; Ziyu Zhou; Qingsong Wen; Yuxuan Liang (CoRR, 2024)

Diffusion Graph Model for Time Series Anomaly Detection via Anomaly-aware Graph Sparsification and Augmentation. - Disen Lan; Guibin Zhang; Rongjin Guo (WWW (Companion Volume), 2025)

TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting. - Yifan Hu; Guibin Zhang; Peiyuan Liu; Disen Lan; Naiqi Li; Dawei Cheng; Tao Dai 001; Shu-Tao Xia; Shirui Pan (CoRR, 2025)

LASP-2: Rethinking Sequence Parallelism for Linear Attention and Its Hybrid. - Weigao Sun; Disen Lan; Yiran Zhong; Xiaoye Qu; Yu Cheng 001 (CoRR, 2025)

MoM: Linear Sequence Modeling with Mixture-of-Memories. - Jusen Du; Weigao Sun; Disen Lan; Jiaxi Hu; Yu Cheng (CoRR, 2025)

Liger: Linearizing Large Language Models to Gated Recurrent Structures. - Disen Lan; Weigao Sun; Jiaxi Hu; Jusen Du; Yu Cheng (CoRR, 2025)

Linear-MoE: Linear Sequence Modeling Meets Mixture-of-Experts. - Weigao Sun; Disen Lan; Tong Zhu 002; Xiaoye Qu; Yu Cheng 001 (CoRR, 2025)

Comba: Improving Bilinear RNNs with Closed-loop Control. - Jiaxi Hu; Yongqi Pan; Jusen Du; Disen Lan; Xiaqiang Tang; Qingsong Wen; Yuxuan Liang; Weigao Sun (CoRR, 2025)

Speed Always Wins: A Survey on Efficient Architectures for Large Language Models. - Weigao Sun; Jiaxi Hu; Yucheng Zhou 001; Jusen Du; Disen Lan; Kexin Wang; Tong Zhu 002; Xiaoye Qu; Yu Zhang; Xiaoyu Mo; Daizong Liu; Yuxuan Liang; et al. (CoRR, 2025)