Publications

2026

1. Preprint

   

   Hit-RAG: Learning to Reason with Long Contexts via Preference Alignment

   Junming Liu^*, Yuqi Li^*, Shiping Wen, Zhigang Zeng^†, and Tingwen Huang^†

   Preprint, 2026

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2. ICASSP

   

   Domain-Adaptive Model Merging Across Disconnected Modes

   Junming Liu, Yusen Zhang, Rongchao Zhang, Wenkai Zhu, and Tian Wu^†

   IEEE International Conference on Acoustics, Speech and Signal Processing, 2026

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3. WWW

   

   AMID: Model-Agnostic Dataset Distillation by Adversarial Mutual Information Minimization

   Aoqi Wu, Junming Liu, Yuwei Zhang, Weiquan Huang, Liang Hu^†, Yifan Yang, Qi Zhang, Jiaxing Miao, Yuhan Tang, and Zhongyuan Lai

   Proceedings of the ACM on Web Conference, 2026

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4. WACV

   

   ReBrain: Brain MRI Reconstruction from Sparse CT Slice via Retrieval-Augmented Diffusion

   Junming Liu, Yifei Sun, Weihua Cheng, Yujin Kang, Yirong Chen, Ding Wang^†, and Guosun Zeng^†

   Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2026

   PDF Code

2025

1. Preprint

   

   MemVerse: Multimodal Memory for Lifelong Learning Agents

   Junming Liu^*, Yifei Sun^*, Weihua Cheng, Haodong Lei, Yirong Chen, Licheng Wen, Xuemeng Yang, Daocheng Fu, Pinlong Cai, Nianchen Deng, Yi Yu, Shuyue Hu, Piotr Koniusz, Botian Shi, and Ding Wang^†

   Preprint, 2025

   PDF Code
2. PRCV

   

   Boosting Adversarial Transferability via Commonality-Oriented Gradient Optimization

   Yanting Gao, Yepeng Liu, Junming Liu, Qi Zhang, Hongyun Zhang, Duoqian Miao^†, and Cairong Zhao

   Chinese Conference on Pattern Recognition and Computer Vision, 2025

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3. Preprint

   

   TimeMKG: Knowledge-Infused Causal Reasoning for Multivariate Time Series Modeling

   Yifei Sun, Junming Liu, Yirong Chen, Xuefeng Yan^†, and Ding Wang^†

   Preprint, 2025

   PDF Code
4. Preprint

   

   From Ranking to Selection: A Simple but Efficient Dynamic Passage Selector for Retrieval Augmented Generation

   Siyuan Meng^*, Junming Liu^*, Yirong Chen, Song Mao, Pinlong Cai, Guohang Yan, Botian Shi, and Ding Wang^†

   Preprint, 2025

   PDF Code
5. ACM MM

   

   HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented Generation

   Pei Liu, Xin Liu, Ruoyu Yao, Junming Liu, Siyuan Meng, Ding Wang^†, and Jun Ma^†

   Proceedings of the 33rd ACM International Conference on Multimedia, 2025

   PDF Code
6. ICCV

   

   Aligning Vision to Language: Annotation-Free Multimodal Knowledge Graph Construction for Enhanced LLMs Reasoning

   Junming Liu, Siyuan Meng, Yanting Gao, Song Mao, Pinlong Cai, Guohang Yan, Yirong Chen, Zilin Bian, Ding Wang^†, and Botian Shi

   Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

   PDF Code
7. Preprint

   

   Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed Environments

   Junming Liu, Yanting Gao, Siyuan Meng, Yifei Sun, Aoqi Wu, Yufei Jin, Yirong Chen, Ding Wang^†, and Guosun Zeng^†

   Preprint, 2025

   PDF Code
8. Preprint

   

   FedRecon: Missing Modality Reconstruction in Heterogeneous Distributed Environments

   Junming Liu, Yuqi Li, Yanting Gao, Yifei Sun, Yirong Chen, Ding Wang^†, and Yingli Tian^†

   Preprint, 2025

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9. APS

   AI-Driven Assessment of Lip Volume Improvement Using Hyaluronic Acid Fillers: A Comprehensive Analysis

   Yujin Kang^*, Junming Liu^*, and Haiyan Cui^†

   Aesthetic Plastic Surgery, 2025

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