Publications
Most recent publications on Google Scholar.
* denotes co-first authors.
† denotes corresponding author.
Conference Papers
2026
Domain-Adaptive Model Merging Across Disconnected Modes
Junming Liu, Yusen Zhang, Rongchao Zhang, Wenkai Zhu, Tian Wu†
ICASSP 2026. (CCF-B)
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, Zhongyuan Lai
WWW 2026. (CCF-A)
ReBrain: Brain MRI Reconstruction from Sparse CT Slice via Retrieval-Augmented Diffusion
Junming Liu, Yifei Sun, Weihuang Cheng, Yujin Kang, Yirong Chen, Ding Wang†, Guosun Zeng†
WACV 2026. [arxiv]
2025
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†, Botian Shi
ICCV 2025. (CCF-A) [arxiv] [github]
HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented Generation
Pei Liu, Xin Liu, Ruoyu Yao, Junming Liu, Siyuan Meng, Ding Wang†, Jun Ma†
ACM MM 2025. (CCF-A) [arxiv] [github]
Boosting Adversarial Transferability via Commonality-Oriented Gradient Optimization
Yanting Gao, Yepeng Liu, Junming Liu, Qi Zhang, Hongyun Zhang, Duoqian Miao†, Cairong Zhao
PRCV 2025. (CCF-C) [arxiv]
Journal Papers
2025
AI-Driven Assessment of Lip Volume Improvement Using Hyaluronic Acid Fillers: A Comprehensive Analysis
Yujin Kang*, Junming Liu*, Haiyan Cui†
Aesthetic Plastic Surgery (JCR Q1)
Preprints
FedRecon: Missing Modality Reconstruction in Heterogeneous Distributed Environments
Junming Liu, Yuqi Li, Yanting Gao, Yifei Sun, Yirong Chen, Ding Wang†, Yingli Tian†
[arxiv]
Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed Environments
Junming Liu, Yanting Gao, Siyuan Meng, Yifei Sun, Yirong Chen, Ding Wang†, Guosun Zeng†
[arxiv] [github]
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, Ding Wang†
[arxiv]
TimeMKG: Knowledge-Infused Causal Reasoning for Multivariate Time Series Modeling
Yifei Sun, Junming Liu, Yirong Chen, Ding Wang†, Xuefeng Yan†
[arxiv] [github]
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, Botian Shi, Ding Wang†
[arxiv] [github]
L-APO: Enhancing Long-Context Retrieval-Augmented Generation via Adversarial Preference Optimization
Junming Liu*, Yuqi Li*, Mengyu Dai, Shiping Wen, Zhigang Zeng, Tingwen Huang