Decouple-Then-Merge: Towards Better Training for Diffusion Models. - Qianli Ma 008; Xuefei Ning; Dongrui Liu; Li Niu; Linfeng Zhang 001 (CoRR, 2024)

LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint. - Qianli Ma 008; Dongrui Liu; Qian Chen; Linfeng Zhang 001; Jing Shao (ACL (1), 2025)

Efficient Diffusion as Low Light Enhancer. - Guanzhou Lan; Qianli Ma 008; Yuqi Yang; Zhigang Wang 002; Dong Wang 028; Xuelong Li 001; Bin Zhao 001 (CVPR, 2025)

Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning. - Qianli Ma 008; Xuefei Ning; Dongrui Liu; Li Niu; Linfeng Zhang 001 (CVPR, 2025)

Token Pruning for Caching Better: 9 Times Acceleration on Stable Diffusion for Free. - Evelyn Zhang; Bang Xiao; Jiayi Tang; Qianli Ma 008; Chang Zou; Xuefei Ning; Xuming Hu; Linfeng Zhang 001 (CoRR, 2025)

LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint. - Qianli Ma 008; Dongrui Liu; Chen Qian 006; Linfeng Zhang 001; Jing Shao (CoRR, 2025)

AnimateScene: Camera-controllable Animation in Any Scene. - Qingyang Liu; Bingjie Gao; Weiheng Huang; Jun Zhang; Zhongqian Sun; Yang Wei; Zelin Peng; Qianli Ma 008; Shuai Yang; Zhaohe Liao; Haonan Zhao; Li Niu (CoRR, 2025)

CircuitSeer: Mining High-Quality Data by Probing Mathematical Reasoning Circuits in LLMs. - Shaobo Wang; Yongliang Miao; Yuancheng Liu; Qianli Ma 008; Ning Liao; Linfeng Zhang 001 (CoRR, 2025)

Human-Agent Collaborative Paper-to-Page Crafting for Under $0.1. - Qianli Ma 008; Siyu Wang; Yilin Chen; Yinhao Tang; Yixiang Yang; Chang Guo; Bingjie Gao; Zhening Xing; Yanan Sun; Zhipeng Zhang (CoRR, 2025)