HyperLLaVA: Dynamic Visual and Language Expert Tuning for Multimodal Large Language Models. - Wenqiao Zhang; Tianwei Lin 001; Jiang Liu; Fangxun Shu; Haoyuan Li 002; Lei Zhang 006; Wanggui He; Hao Zhou; Zheqi Lv; Hao Jiang 014; Juncheng Li 006; Siliang Tang; et al. (CoRR, 2024)

TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and Competition. - Tianwei Lin 001; Jiang Liu; Wenqiao Zhang; Zhaocheng Li; Yang Dai; Haoyuan Li 002; Zhelun Yu; Wanggui He; Juncheng Li 006; Hao Jiang 014; Siliang Tang; Yueting Zhuang (CoRR, 2024)

Boosting Private Domain Understanding of Efficient MLLMs: A Tuning-free, Adaptive, Universal Prompt Optimization Framework. - Jiang Liu; Bolin Li; Haoyuan Li 002; Tianwei Lin 001; Wenqiao Zhang; Tao Zhong; Zhelun Yu; Jinghao Wei; Hao Cheng; Hao Jiang 014; Zheqi Lv; Juncheng Li 006; et al. (CoRR, 2024)

TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and Competition. - Tianwei Lin 001; Jiang Liu; Wenqiao Zhang; Yang Dai; Haoyuan Li 002; Zhelun Yu; Wanggui He; Juncheng Li 006; Jiannan Guo 003; Hao Jiang 014; Siliang Tang; Yueting Zhuang (ACL (1), 2025)

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation. - Tianwei Lin 001; Wenqiao Zhang; Sijing Li; Yuqian Yuan; Binhe Yu; Haoyuan Li 002; Wanggui He; Hao Jiang 014; Mengze Li 001; Xiaohui Song; Siliang Tang; Jun Xiao 001; et al. (ICML, 2025)

EyecareGPT: Boosting Comprehensive Ophthalmology Understanding with Tailored Dataset, Benchmark and Model. - Sijing Li; Tianwei Lin 001; Lingshuai Lin; Wenqiao Zhang; Jiang Liu; Xiaoda Yang; Juncheng Li 006; Yucheng He; Xiaohui Song; Jun Xiao 001; Yueting Zhuang; Beng Chin Ooi (ACM Multimedia, 2025)

Heartcare Suite: Multi-dimensional Understanding of ECG with Raw Multi-lead Signal Modeling. - Yihan Xie; Sijing Li; Tianwei Lin 001; Zhuonan Wang; Chenglin Yang; Yu Zhong; Wenqiao Zhang; Haoyuan Li 002; Hao Jiang 014; Fengda Zhang; Qishan Chen; Jun Xiao 001; et al. (CoRR, 2025)

MoA: Heterogeneous Mixture of Adapters for Parameter-Efficient Fine-Tuning of Large Language Models. - Jie Cao; Tianwei Lin 001; Hongyang He; Rolan Yan; Wenqiao Zhang; Juncheng Li 006; Dongping Zhang; Siliang Tang; Yueting Zhuang (CoRR, 2025)

Graft: Integrating the Domain Knowledge via Efficient Parameter Synergy for MLLMs. - Yang Dai; Jianxiang An; Tianwei Lin 001; Hongyang He; Hongzhe Huang; Wenqiao Zhang; Zheqi Lv; Siliang Tang; Yueting Zhuang (CoRR, 2025)

Fast Thinking for Large Language Models. - Haoyu Zheng; Zhuonan Wang; Yuqian Yuan; Tianwei Lin 001; Wenqiao Zhang; Zheqi Lv; Juncheng Li 006; Siliang Tang; Yueting Zhuang; Hongyang He (CoRR, 2025)

MoA: Heterogeneous Mixture of Adapters for Parameter-Efficient Fine-Tuning of Large Language Models. - Jie Cao; Tianwei Lin 001; Bo Yuan; Rolan Yan; Hongyang He; Wenqiao Zhang; Juncheng Li 006; Dongping Zhang; Siliang Tang; Yueting Zhuang (ACL (1), 2026)

Unified Personalized Understanding, Generating and Editing. - Yu Zhong; Tianwei Lin 001; Ruike Zhu; Yuqian Yuan; Haoyu Zheng; Liang Liang; Wenqiao Zhang; Feifei Shao; Haoyuan Li 002; Wanggui He; Hao Jiang 014; Yueting Zhuang (CoRR, 2026)

OmniCT: Towards a Unified Slice-Volume LVLM for Comprehensive CT Analysis. - Tianwei Lin 001; Zhongwei Qiu; Wenqiao Zhang; Jiang Liu; Yihan Xie; Mingjian Gao; Zhenxuan Fan; Zhaocheng Li; Sijing Li; Zhongle Xie; Peng LU; Yueting Zhuang; et al. (CoRR, 2026)

CoMoL: Efficient Mixture of LoRA Experts via Dynamic Core Space Merging. - Jie Cao; Zhenxuan Fan; Zhuonan Wang; Tianwei Lin 001; Ziyuan Zhao; Rolan Yan; Wenqiao Zhang; Feifei Shao; Hongwei Wang; Jun Xiao 001; Siliang Tang (CoRR, 2026)

Draft-Thinking: Learning Efficient Reasoning in Long Chain-of-Thought LLMs. - Jie Cao; Tianwei Lin 001; Zhenxuan Fan; Bo Yuan; Ziyuan Zhao; Rolan Yan; Wenqiao Zhang; Siliang Tang (CoRR, 2026)

TumorChain: Interleaved Multimodal Chain-of-Thought Reasoning for Traceable Clinical Tumor Analysis. - Sijing Li; Zhongwei Qiu; Jiang Liu; Wenqiao Zhang; Tianwei Lin 001; Yihan Xie; Jianxiang An; Boxiang Yun; Chenglin Yang; Jun Xiao 001; Guangyu Guo 001; Jiawen Yao; et al. (CoRR, 2026)

Scientific Graphics Program Synthesis via Dual Self-Consistency Reinforcement Learning. - Juekai Lin; Yun Zhu 007; Honglin Lin; Sijing Li; Tianwei Lin 001; Zheng Liu; Xiaoyang Wang 007; Wenqiao Zhang; Lijun Wu 003 (CoRR, 2026)

IAD-Unify: A Region-Grounded Unified Model for Industrial Anomaly Segmentation, Understanding, and Generation. - Haoyu Zheng; Tianwei Lin 001; Wei Wang 059; Zhuonan Wang; Wenqiao Zhang; Jiaqi Zhu 002; Feifei Shao (CoRR, 2026)

CrossView Suite: Harnessing Cross-view Spatial Intelligence of MLLMs with Dataset, Model and Benchmark. - Wei Wang 059; Yuqian Yuan; Tianwei Lin 001; Wenqiao Zhang; Siliang Tang; Jun Xiao 001; Yueting Zhuang (CoRR, 2026)

EgoCoT-Bench: Benchmarking Grounded and Verifiable Operation-Centric Chain of Thought Reasoning for MLLMs. - Yang Dai; Dian Jiao; Tianwei Lin 001; Wenqiao Zhang (CoRR, 2026)

Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis. - Tianwei Lin 001; Zhongwei Qiu; Jie Cao; Jiang Liu; Wenjie Yan; Bo Zhang; Yu Zhong; Wenqiao Zhang; Yingda Xia; Ling Zhang (CoRR, 2026)