SA-Solver: Stochastic Adams Solver for Fast Sampling of Diffusion Models. - Shuchen Xue; Mingyang Yi; Weijian Luo; Shifeng Zhang; Jiacheng Sun; Zhenguo Li; Zhi-Ming Ma (NeurIPS, 2023)

Accelerating Diffusion Sampling with Optimized Time Steps. - Shuchen Xue; Zhaoqiang Liu; Fei Chen; Shifeng Zhang; Tianyang Hu; Enze Xie; Zhenguo Li (CVPR, 2024)

The Surprising Effectiveness of Skip-Tuning in Diffusion Sampling. - Jiajun Ma; Shuchen Xue; Tianyang Hu; Wenjia Wang; Zhaoqiang Liu; Zhenguo Li; Zhi-Ming Ma; Kenji Kawaguchi (ICML, 2024)

Improved Diffusion-based Generative Model with Better Adversarial Robustness. - Zekun Wang 001; Mingyang Yi; Shuchen Xue; Zhenguo Li; Ming Liu 004; Bing Qin 001; Zhiming Ma (ICLR, 2025)

LiT: Delving into a Simplified Linear Diffusion Transformer for Image Generation. - Jiahao Wang; Ning Kang 001; Lewei Yao; Mengzhao Chen; Chengyue Wu; Songyang Zhang; Shuchen Xue; Yong Liu 033; Taiqiang Wu; Xihui Liu; Kaipeng Zhang; Shifeng Zhang; et al. (CoRR, 2025)

SANA-Sprint: One-Step Diffusion with Continuous-Time Consistency Distillation. - Junsong Chen; Shuchen Xue; Yuyang Zhao; Jincheng Yu; Sayak Paul; Junyu Chen 003; Han Cai; Enze Xie; Song Han 003 (CoRR, 2025)

Graffe: Graph Representation Learning via Diffusion Probabilistic Models. - Dingshuo Chen; Shuchen Xue; Liuji Chen; Yingheng Wang; Qiang Liu; Shu Wu; Zhi-Ming Ma; Liang Wang (CoRR, 2025)

Variational Autoencoding Discrete Diffusion with Enhanced Dimensional Correlations Modeling. - Tianyu Xie 001; Shuchen Xue; Zijin Feng; Tianyang Hu; Jiacheng Sun; Zhenguo Li; Cheng Zhang (CoRR, 2025)

Learning Single Index Models with Diffusion Priors. - Anqi Tang; Youming Chen; Shuchen Xue; Zhaoqiang Liu (CoRR, 2025)

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding. - Chengyue Wu; Hao Zhang 097; Shuchen Xue; Zhijian Liu; Shizhe Diao; Ligeng Zhu; Ping Luo 002; Song Han 003; Enze Xie (CoRR, 2025)

Noise Consistency Training: A Native Approach for One-Step Generator in Learning Additional Controls. - Yihong Luo; Shuchen Xue; Tianyang Hu; Jing Tang 004 (CoRR, 2025)

Any-Order GPT as Masked Diffusion Model: Decoupling Formulation and Architecture. - Shuchen Xue; Tianyu Xie 001; Tianyang Hu; Zijin Feng; Jiacheng Sun; Kenji Kawaguchi; Zhenguo Li; Zhi-Ming Ma (CoRR, 2025)