Dong, Junhao

20 publications

ICLR 2026 Can LLMs Refuse Questions They Do Not Know? Measuring Knowledge-Aware Refusal in Factual Tasks Wenbo Pan, Jie Xu, Qiguang Chen, Junhao Dong, Libo Qin, Xinfeng Li, Yu Haining, Xiaohua Jia

ICLR 2026 DeCo-DETR: Decoupled Cognition DETR for Efficient Open-Vocabulary Object Detection Siheng Wang, Yanshu Li, Bohan Hu, Zhengdao Li, HaiboZhan, Linshan Li, Weiming Liu, Ruizhi Qian, Guangxin Wu, Hao Zhang, Jifeng Shen, Piotr Koniusz, Zhengtao Yao, Junhao Dong, Qiang Sun

ICLR 2026 OrthAlign: Orthogonal Subspace Decomposition for Non-Interfering Multi-Objective Alignment Liang Lin, Zhihao Xu, Junhao Dong, Jian Zhao, Yuchen Yuan, Guibin Zhang, Miao Yu, Yiming Zhang, Zhengtao Yao, Huahui Yi, Haichuan Tang, Dongrui Liu, Xinfeng Li, Kun Wang

ICLR 2026 Tug-of-War No More: Harmonizing Accuracy and Robustness in Vision-Language Models via Stability-Aware Task Vector Merging Junhao Dong, Xinghua Qu, Cong Zhang, Sua Qi Rong, Nguyen Duc Thai, Wenbo Pan, Xinfeng Li, Tongliang Liu, Piotr Koniusz, Yew-Soon Ong

CVPR 2025 BiLoRA: Almost-Orthogonal Parameter Spaces for Continual Learning Hao Zhu, Yifei Zhang, Junhao Dong, Piotr Koniusz

ICCV 2025 Confound from All Sides, Distill with Resilience: Multi-Objective Adversarial Paths to Zero-Shot Robustness Junhao Dong, Jiao Liu, Xinghua Qu, Yew-Soon Ong

NeurIPS 2025 CrossSpectra: Exploiting Cross-Layer Smoothness for Parameter-Efficient Fine-Tuning Yifei Zhang, Hao Zhu, Junhao Dong, Haoran Shi, Ziqiao Meng, Piotr Koniusz, Han Yu

CVPR 2025 Distinguish Then Exploit: Source-Free Open Set Domain Adaptation via Weight Barcode Estimation and Sparse Label Assignment Weiming Liu, Jun Dan, Fan Wang, Xinting Liao, Junhao Dong, Hua Yu, Shunjie Dong, Lianyong Qi

ICML 2025 Improving Zero-Shot Adversarial Robustness in Vision-Language Models by Closed-Form Alignment of Adversarial Path Simplices Junhao Dong, Piotr Koniusz, Yifei Zhang, Hao Zhu, Weiming Liu, Xinghua Qu, Yew-Soon Ong

NeurIPS 2025 Machine Unlearning via Task Simplex Arithmetic Junhao Dong, Hao Zhu, Yifei Zhang, Xinghua Qu, Yew-Soon Ong, Piotr Koniusz

CVPR 2025 Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking Junxi Chen, Junhao Dong, Xiaohua Xie

NeurIPS 2025 Robust SuperAlignment: Weak-to-Strong Robustness Generalization for Vision-Language Models Junhao Dong, Cong Zhang, Xinghua Qu, Zejun Ma, Piotr Koniusz, Yew-Soon Ong

ICCV 2025 Robustifying Zero-Shot Vision Language Models by Subspaces Alignment Junhao Dong, Piotr Koniusz, Liaoyuan Feng, Yifei Zhang, Hao Zhu, Weiming Liu, Xinghua Qu, Yew-Soon Ong

NeurIPS 2025 Solving Discrete (Semi) Unbalanced Optimal Transport with Equivalent Transformation Mechanism and KKT-Multiplier Regularization Weiming Liu, Xinting Liao, Jun Dan, Fan Wang, Hua Yu, Junhao Dong, Shunjie Dong, Lianyong Qi, Yew-Soon Ong

ECCV 2024 Adversarially Robust Distillation by Reducing the Student-Teacher Variance Gap Junhao Dong, Piotr Koniusz, Junxi Chen, Yew-Soon Ong

CVPR 2024 Adversarially Robust Few-Shot Learning via Parameter Co-Distillation of Similarity and Class Concept Learners Junhao Dong, Piotr Koniusz, Junxi Chen, Xiaohua Xie, Yew-Soon Ong

CVPR 2024 Robust Distillation via Untargeted and Targeted Intermediate Adversarial Samples Junhao Dong, Piotr Koniusz, Junxi Chen, Z. Jane Wang, Yew-Soon Ong

CVPR 2023 The Enemy of My Enemy Is My Friend: Exploring Inverse Adversaries for Improving Adversarial Training Junhao Dong, Seyed-Mohsen Moosavi-Dezfooli, Jianhuang Lai, Xiaohua Xie

CVPR 2022 Improving Adversarially Robust Few-Shot Image Classification with Generalizable Representations Junhao Dong, Yuan Wang, Jian-Huang Lai, Xiaohua Xie

ICCVW 2021 GIAOTracker: A Comprehensive Framework for MCMOT with Global Information and Optimizing Strategies in VisDrone 2021 Yunhao Du, Junfeng Wan, Yanyun Zhao, Binyu Zhang, Zhihang Tong, Junhao Dong