Publications

You can also find my articles on my Google Scholar profile.

Journal Articles

Reinforcement Learning-driven Diffusion Models: Language, Vision, and Beyond

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026

Recommended citation: Zhiyuan Ma, Jiabao Wei, Tianyu Wang, Hanqing Wang, Jiadong Pan, Haowen Xu, Liangliang Zhao, Ruixun Liu, Yuhan Wang, Yuwei Zhang, Liang Feng, Junhao Xiao, Kaiyan Zhang, Xuekai Zhu, Daizong Liu, Biqing Qi, Yihao Liu, Ganqu Cui, Ning Ding, Linfeng Zhang, Jianjun Li, Kun He, Xiang Bai, Bowen Zhou. (2026). "Reinforcement Learning-driven Diffusion Models: Language, Vision, and Beyond." IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
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Conference Papers

Learning to Generate via Understanding: Understanding-Driven Intrinsic Rewarding for Unified Multimodal Models

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026

Recommended citation: Jiadong Pan, Liang Li, Yuxin Peng, Yu-Ming Tang, Shuohuan Wang, Yu Sun, Hua Wu, Qingming Huang, Haifeng Wang. (2026). "Learning to Generate via Understanding: Understanding-Driven Intrinsic Rewarding for Unified Multimodal Models." IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).
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SafeCFG: Controlling Harmful Features with Dynamic Safe Guidance for Safe Generation

ACM International Conference on Multimedia (ACM MM), 2025

Recommended citation: Jiadong Pan, Liang Li, Hongcheng Gao, Zheng-Jun Zha, Qingming Huang, Jiebo Luo. (2025). "SafeCFG: Controlling Harmful Features with Dynamic Safe Guidance for Safe Generation." ACM International Conference on Multimedia (ACM MM).
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FlowDubber: Movie Dubbing with LLM-based Semantic-aware Learning and Flow Matching based Voice Enhancing

ACM International Conference on Multimedia (ACM MM), 2025

Recommended citation: Gaoxiang Cong*, Liang Li*, Jiadong Pan*, Zhedong Zhang, Amin Beheshti, Anton van den Hengel, Yuankai Qi, Qingming Huang (* Equal contribution). (2025). "FlowDubber: Movie Dubbing with LLM-based Semantic-aware Learning and Flow Matching based Voice Enhancing." ACM International Conference on Multimedia (ACM MM).
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EmoDubber: Towards High Quality and Emotion Controllable Movie Dubbing

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Highlight), 2025

Recommended citation: Gaoxiang Cong*, Jiadong Pan*, Liang Li, Yuankai Qi, Yuxin Peng, Anton van den Hengel, Jian Yang, Qingming Huang (* Equal contribution). (2025). "EmoDubber: Towards High Quality and Emotion Controllable Movie Dubbing." IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Highlight).
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Leveraging Catastrophic Forgetting to Develop Safe Diffusion Models against Malicious Finetuning

Conference on Neural Information Processing Systems (NeurIPS) (Spotlight), 2024

Recommended citation: Jiadong Pan, Hongcheng Gao, Zongyu Wu, Taihang Hu, Li Su, Qingming Huang, Liang Li. (2024). "Leveraging Catastrophic Forgetting to Develop Safe Diffusion Models against Malicious Finetuning." Conference on Neural Information Processing Systems (NeurIPS) (Spotlight).
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Preprints

Semantic Energy: Detecting LLM Hallucination Beyond Entropy

arXiv preprint arXiv:2508.14496, 2025

Recommended citation: Huan Ma, Jiadong Pan, Jing Liu, Yan Chen, Joey Tianyi Zhou, Guangyu Wang, Qinghua Hu, Hua Wu, Changqing Zhang, Haifeng Wang. (2025). "Semantic Energy: Detecting LLM Hallucination Beyond Entropy." arXiv preprint arXiv:2508.14496.
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Self-Reflective Reinforcement Learning for Diffusion-Based Image Reasoning Generation

arXiv preprint arXiv:2505.22407, 2025

Recommended citation: Jiadong Pan, Zhiyuan Ma, Kaiyan Zhang, Ning Ding, Bowen Zhou. (2025). "Self-Reflective Reinforcement Learning for Diffusion-Based Image Reasoning Generation." arXiv preprint arXiv:2505.22407.
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