Self-Training with Label-Feature-Consistency for Domain Adaptation. - Yi Xin 003; Siqi Luo; Pengsheng Jin; Yuntao Du 001; Chongjun Wang (DASFAA (4), 2023)

VMT-Adapter: Parameter-Efficient Transfer Learning for Multi-Task Dense Scene Understanding. - Yi Xin 003; Junlong Du; Qiang Wang; Zhiwen Lin; Ke Yan (AAAI, 2024)

MmAP: Multi-Modal Alignment Prompt for Cross-Domain Multi-Task Learning. - Yi Xin 003; Junlong Du; Qiang Wang; Ke Yan; Shouhong Ding (AAAI, 2024)

V-PETL Bench: A Unified Visual Parameter-Efficient Transfer Learning Benchmark. - Yi Xin 003; Siqi Luo; Xuyang Liu; Yuntao Du 001; Haodi Zhou; Xinyu Cheng; Christina E. Lee; Junlong Du; Haozhe Wang 002; Mingcai Chen; Ting Liu; Guimin Hu; et al. (NeurIPS, 2024)

Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey. - Yi Xin 003; Siqi Luo; Haodi Zhou; Junlong Du; Xiaohong Liu 001; Yue Fan; Qing Li 003; Yuntao Du 001 (CoRR, 2024)

D2O: Dynamic Discriminative Operations for Efficient Generative Inference of Large Language Models. - Zhongwei Wan; Xinjian Wu; Yu Zhang 133; Yi Xin 003; Chaofan Tao; Zhihong Zhu; Xin Wang 120; Siqi Luo; Jing Xiong; Mi Zhang 002 (CoRR, 2024)

Enhancing Test Time Adaptation with Few-shot Guidance. - Siqi Luo; Yi Xin 003; Yuntao Du 001; Zhongwei Wan; Tao Tan 002; Guangtao Zhai; Xiaohong Liu 001 (CoRR, 2024)

Towards Effective User Attribution for Latent Diffusion Models via Watermark-Informed Blending. - Yongyang Pan; Xiaohong Liu 001; Siqi Luo; Yi Xin 003; Xiao Guo; Xiaoming Liu 002; Xiongkuo Min; Guangtao Zhai (CoRR, 2024)

Customize Your Visual Autoregressive Recipe with Set Autoregressive Modeling. - Wenze Liu; Le Zhuo; Yi Xin 003; Sheng Xia; Peng Gao 007; Xiangyu Yue 001 (CoRR, 2024)

Generation, augmentation, and alignment: a pseudo-source domain based method for source-free domain adaptation. - Yuntao Du 001; Haiyang Yang; Mingcai Chen; Hongtao Luo; Juan Jiang; Yi Xin 003; Chongjun Wang (Mach. Learn., 2024)

Robust Logit Adjustment for Learning with Long-Tailed Noisy Data. - Mingcai Chen; Yuntao Du 001; Wenyu Jiang; Baoming Zhang; Shuai Feng; Yi Xin 003; Chongjun Wang (AAAI, 2025)

Knowledge Is Powerful: Art Knowledge-Driven Framework for Painting Style Classification Integrating Multimodal Knowledge. - Haoyang Chen; Chongjun Wang; Yi Xin 003; Lei Zhang 086 (ICASSP, 2025)

D2O: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models. - Zhongwei Wan; Xinjian Wu; Yu Zhang 133; Yi Xin 003; Chaofan Tao; Zhihong Zhu; Xin Wang 120; Siqi Luo; Jing Xiong; Longyue Wang; Mi Zhang 002 (ICLR, 2025)

Multi-source fully test-time adaptation. - Yuntao Du 001; Siqi Luo; Yi Xin 003; Mingcai Chen; Shuai Feng; Mujie Zhang; Chongjun Wang (Neural Networks, 2025)

TIDE : Temporal-Aware Sparse Autoencoders for Interpretable Diffusion Transformers in Image Generation. - Victor Shea-Jay Huang; Le Zhuo; Yi Xin 003; Zhaokai Wang; Peng Gao 007; Hongsheng Li 001 (CoRR, 2025)

Lumina-Image 2.0: A Unified and Efficient Image Generative Framework. - Qi Qin; Le Zhuo; Yi Xin 003; Ruoyi Du; Zhen Li 026; Bin Fu; Yiting Lu; Jiakang Yuan; Xinyue Li 001; Dongyang Liu; Xiangyang Zhu; Manyuan Zhang; et al. (CoRR, 2025)

From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning. - Le Zhuo; Liangbing Zhao; Sayak Paul; Yue Liao; Renrui Zhang; Yi Xin 003; Peng Gao 007; Mohamed Elhoseiny; Hongsheng Li 001 (CoRR, 2025)

Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models. - Yifan Jia; Kailin Jiang; Yuyang Liang; Qihan Ren; Yi Xin 003; Rui Yang; Fenze Feng; Mingcai Chen; Hengyang Lu; Haozhe Wang 002; Xiaoye Qu; Dongrui Liu; et al. (CoRR, 2025)

SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning. - Zhongwei Wan; Zhihao Dou; Che Liu; Yu Zhang 133; Dongfei Cui; Qinjian Zhao; Hui Shen; Jing Xiong; Yi Xin 003; Yifan Jiang; Chaofan Tao; Yangfan He; et al. (CoRR, 2025)

Resurrect Mask AutoRegressive Modeling for Efficient and Scalable Image Generation. - Yi Xin 003; Le Zhuo; Qi Qin; Siqi Luo; Yuewen Cao; Bin Fu; Yangfan He; Hongsheng Li 001; Guangtao Zhai; Xiaohong Liu 001; Peng Gao 007 (CoRR, 2025)

Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling. - Yi Xin 003; Juncheng Yan; Qi Qin; Zhen Li 026; Dongyang Liu; Shicheng Li; Victor Shea-Jay Huang; Yupeng Zhou; Renrui Zhang; Le Zhuo; Tiancheng Han; Xiaoqing Sun; et al. (CoRR, 2025)

TR-PTS: Task-Relevant Parameter and Token Selection for Efficient Tuning. - Siqi Luo; Haoran Yang; Yi Xin 003; Mingyang Yi; Guangyang Wu; Guangtao Zhai; Xiaohong Liu 001 (CoRR, 2025)

LayerT2V: Interactive Multi-Object Trajectory Layering for Video Generation. - Kangrui Cen; Baixuan Zhao; Yi Xin 003; Siqi Luo; Guangtao Zhai; Xiaohong Liu 001 (CoRR, 2025)