Dual-Space Adaptive Fusion for Self-supervised Text-guided Image Editing. - Qingyang Liu 008; Haonan Zhao; Li Niu 002 (MMAsia, 2025)

Cross Video-Text Grounding for Advertising Video Editing. - Qingyang Liu 008 (PRCV (12), 2025)

Learning to Combine Latent Basis for Diffusion-Based Image Attribute Editing. - Qingyang Liu 008; Haonan Zhao (PRCV (11), 2025)

D3ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs. - Shuochen Chang; Xiaofeng Zhang 006; Qingyang Liu 008; Li Niu 002 (CoRR, 2025)

UnicEdit-10M: A Dataset and Benchmark Breaking the Scale-Quality Barrier via Unified Verification for Reasoning-Enriched Edits. - Keming Ye; Zhipeng Huang 024; Canmiao Fu; Qingyang Liu 008; Jiani Cai; Zheqi Lv; Chen Li 031; Jing Lyu; Zhou Zhao 001; Shengyu Zhang 001 (CoRR, 2025)

D3ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs. - Shuochen Chang; Xiaofeng Zhang 006; Qingyang Liu 008; Li Niu 002 (AAAI, 2026)

Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention. - Shuochen Chang; Tong Bai; Xiaofeng Zhang 006; Qianli Ma 008; Qingyang Liu 008; Zhaohe Liao; Yibo Miao; Li Niu 002 (ACL (1), 2026)

Bridging Visual Dynamics and Narrative Reasoning: Multimodal Large Language Models for Short Drama Quality Assessment. - Qingyang Liu 008; Jiangtong Li; Zelin Peng; Shaobo Wang 001; Zhaohe Liao; Shuochen Chang; Bingjie Gao; Haonan Zhao; Mu Liu; Jidong Jiang; Li Niu 002 (WWW, 2026)

Reflection Generation for Composite Image Using Diffusion Model. - Haonan Zhao; Qingyang Liu 008; Jiaxuan Chen; Li Niu 002 (CoRR, 2026)

Breaking Dual Bottlenecks: Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners. - Qingyang Liu 008; Bingjie Gao; Canmiao Fu; Zhipeng Huang 024; Chen Li 031; Feng Wang; Shuochen Chang; Shaobo Wang 001; Yali Wang 001; Keming Ye; Jiangtong Li; Li Niu 002 (CoRR, 2026)

The Missing Piece in Pre-trained Model Evaluation: Reward-Guided Decoding Unlocks Task-Oriented Behavior Without Parameter Updates. - Shaobo Wang 001; Guo Chen; Ziyue Wang; Zhengyang Tang; Qingyang Liu 008; Xingzhang Ren; Dayiheng Liu; Linfeng Zhang 001 (CoRR, 2026)