| 2026 | AAAI | Learning Personalised Human Internal Cognition from External Expressive Behaviours for Real Personality Recognition. | Xiangyu Kong, Hengde Zhu, Haoqin Sun, Zhihao Guo, Jiayan Gu, Xinyi Ni, Wei Zhang, Shizhe Liu, Siyang Song |
| 2026 | AAAI | Explainable Depression Assessment from Face Videos by Weakly Supervised Learning. | Rongfan Liao, Xiangyu Kong, Shiqing Tang, Lang He, Changzeng Fu, Weicheng Xie, Xiaofeng Liu, Lu Liu, Siyang Song |
| 2026 | AAAI | MAUGen: A Unified Diffusion Approach for Multi-Identity Facial Expression and AU Label Generation. | Xiangdong Li, Ye Lou, Ao Gao, Wei Zhang, Siyang Song |
| 2026 | WACV | Enhancing Remote Sensing Change Detection Via Masked Edge Reconstruction. | Shuaiyu Chen, Fu Wang, Tianjin Huang, Xiang Li, Siyang Song, Guangliang Cheng, Chunbo Luo, Zeyu Fu |
| 2025 | AAAI | MSAmba: Exploring Multimodal Sentiment Analysis with State Space Models. | Xilin He, Haijian Liang, Boyi Peng, Weicheng Xie, Muhammad Haris Khan, Siyang Song, Zitong Yu |
| 2025 | AAAI | DepMGNN: Matrixial Graph Neural Network for Video-based Automatic Depression Assessment. | Zijian Wu, Leijing Zhou, Shuanglin Li, Changzeng Fu, Jun Lu, Jing Han, Yi Zhang, Zhuang Zhao, Siyang Song |
| 2025 | AAAI | CA-Edit: Causality-Aware Condition Adapter for High-Fidelity Local Facial Attribute Editing. | Xiaole Xian, Xilin He, Zenghao Niu, Junliang Zhang, Weicheng Xie, Siyang Song, Zitong Yu, Linlin Shen |
| 2025 | AAAI | PerReactor: Offline Personalised Multiple Appropriate Facial Reaction Generation. | Hengde Zhu, Xiangyu Kong, Weicheng Xie, Xin Huang, Xilin He, Lu Liu, Linlin Shen, Wei Zhang, Hatice Gunes, Siyang Song |
| 2025 | ECAI | D | Yuhang Guo, Kaijun Deng, Siyang Song, Jindong Xie, Wenhui Ma, Linlin Shen |
| 2025 | EMNLP | MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition. | Zhongyu Yang, Junhao Song, Siyang Song, Wei Pang, Yingfang Yuan |
| 2025 | ICASSP | DEGSTalk: Decomposed Per-Embedding Gaussian Fields for Hair-Preserving Talking Face Synthesis. | Kaijun Deng, Dezhi Zheng, Jindong Xie, Jinbao Wang, Weicheng Xie, Linlin Shen, Siyang Song |
| 2025 | ICASSP | M | Changzeng Fu, Kaifeng Su, Yikai Su, Fengkui Qian, Yixuan Zhang, Chaoran Liu, Siyang Song, Le Yang, Xiaoyong Lv, Peng Shan, Yuliang Zhao |
| 2025 | ICASSP | A Frequency-aware Augmentation Network for Mental Disorders Assessment from Audio. | Shuanglin Li, Siyang Song, Rajesh Nair, Syed Mohsen Naqvi |
| 2025 | ICASSP | Hierarchical Multimodal Decoupling-Fusion Framework for offline Multiple Appropriate Facial Reaction Generation. | Qincheng Lv, Xiaofeng Liu, Jie Li, Rongrong Ni, Pujun Xue, Siyang Song |
| 2025 | ICCV | SynFER: Towards Boosting Facial Expression Recognition With Synthetic Data. | Xilin He, Cheng Luo, Xiaole Xian, Bing Li, Muhammad Haris Khan, Zongyuan Ge, Weicheng Xie, Siyang Song, Linlin Shen, Bernard Ghanem, Xiangyu Yue |
| 2025 | ICCV | Enhancing Adversarial Transferability by Balancing Exploration and Exploitation with Gradient-Guided Sampling. | Zenghao Niu, Weicheng Xie, Siyang Song, Zitong Yu, Feng Liu, Linlin Shen |
| 2025 | ICCV | Face Video Steganography for Privacy-Protection Automatic Depression Assessment. | Xinyi Ni, Zijian Wu, Lu Liu, Siyang Song |
| 2025 | IROS | Learning from Human Conversations: A Seq2Seq based Multi-modal Robot Facial Expression Reaction Framework in HRI. | Zhegong Shangguan, Xiaoxuan Hei, Fangjun Li, Chuang Yu, Siyang Song, Jianzhuang Zhao, Angelo Cangelosi, Adriana Tapus |
| 2025 | WACV | Towards Robust Training via Gradient-Diversified Backpropagation. | Xilin He, Cheng Luo, Qinliang Lin, Weicheng Xie, Muhammad Haris Khan, Siyang Song, Linlin Shen |
| 2025 | SiggraphA | ReChar: Revitalising Characters with Structure Preserved and User-Specified Aesthetic Enhancements. | Zhongyu Yang, Junhao Song, Zhang Luo, Zuhao Yang, Yang Xu, Jingfen Lan, Yonghan Zhang, Wei Pang, Siyang Song, Yingfang Yuan |
| 2024 | AAAI | Boosting Adversarial Transferability across Model Genus by Deformation-Constrained Warping. | Qinliang Lin, Cheng Luo, Zenghao Niu, Xilin He, Weicheng Xie, Yuanbo Hou, Linlin Shen, Siyang Song |
| 2024 | ACII | Learning Graph Representation for Predicting Student Mental Wellbeing in Robot Assisted Journal Writing Context. | Batuhan Sayis, Rui Gao, Siyang Song, Hatice Gunes |
| 2024 | BMVC | Deep Unfolding Network with Spatial-spectral Perception Enhanced for Pan-sharpening. | Mengjiao Zhao, Mengting Ma, Xiangdong Li, Ao Gao, Siyang Song, Wei Zhang |
| 2024 | CVPR | Multi-Scale Dynamic and Hierarchical Relationship Modeling for Facial Action Units Recognition. | Zihan Wang, Siyang Song, Cheng Luo, Songhe Deng, Weicheng Xie, Linlin Shen |
| 2024 | CVPR | Advancing Saliency Ranking with Human Fixations: Dataset, Models and Benchmarks. | Bowen Deng, Siyang Song, Andrew P. French, Denis Schluppeck, Michael P. Pound |
| 2024 | CVPR | Domain Separation Graph Neural Networks for Saliency Object Ranking. | Zijian Wu, Jun Lu, Jing Han, Lianfa Bai, Yi Zhang, Zhuang Zhao, Siyang Song |
| 2024 | ECCV | MTaDCS: Moving Trace and Feature Density-Based Confidence Sample Selection Under Label Noise. | Qingzheng Huang, Xilin He, Xiaole Xian, Qinliang Lin, Weicheng Xie, Siyang Song, Linlin Shen, Zitong Yu |
| 2024 | ICASSP | Scale-Free And Task-Generic Attack: Generating Photo-Realistic Adversarial Patterns With Patch Quilting Generator. | Xiangbo Gao, Qinliang Lin, Cheng Luo, Weicheng Xie, Linlin Shen, Keerthy Kusumam, Siyang Song |
| 2024 | ICASSP | Multi-Level Graph Learning For Audio Event Classification And Human-Perceived Annoyance Rating Prediction. | Yuanbo Hou, Qiaoqiao Ren, Siyang Song, Yuxin Song, Wenwu Wang, Dick Botteldooren |
| 2024 | ICASSP | Circular Decomposition and Cross-Modal Recombination for Multimodal Sentiment Analysis. | Haijian Liang, Weicheng Xie, Xilin He, Siyang Song, Linlin Shen |
| 2024 | ICASSP | MERG: Multi-Dimensional Edge Representation Generation Layer for Graph Neural Networks. | Yuxin Song, Cheng Luo, Aaron S. Jackson, Xi Jia, Weicheng Xie, Linlin Shen, Hatice Gunes, Siyang Song |
| 2024 | ISPA | Community Hiding Algorithm Based on Likelihood Analysis Method in Link Prediction. | Ya-Si Wang, Lei-Lei Shi, Zixuan Han, Lu Liu, Siyang Song, Liming Chen |
| 2023 | AAAI | Fourier-Net: Fast Image Registration with Band-Limited Deformation. | Xi Jia, Joseph Bartlett, Wei Chen, Siyang Song, Tianyang Zhang, Xinxing Cheng, Wenqi Lu, Zhaowen Qiu, Jinming Duan |
| 2023 | ACII | A Framework for Automatic Personality Recognition in Dyadic Interactions. | Euodia Dodd, Siyang Song, Hatice Gunes |
| 2023 | CVPR | Spatial-Temporal Graph-Based AU Relationship Learning for Facial Action Unit Detection. | Zihan Wang, Siyang Song, Cheng Luo, Yuzhi Zhou, Shiling Wu, Weicheng Xie, Linlin Shen |
| 2023 | HRI | Human Gesture Recognition with a Flow-based Model for Human Robot Interaction. | Lanmiao Liu, Chuang Yu, Siyang Song, Zhidong Su, Adriana Tapus |
| 2023 | ICCV | Shift from Texture-bias to Shape-bias: Edge Deformation-based Augmentation for Robust Object Recognition. | Xilin He, Qinliang Lin, Cheng Luo, Weicheng Xie, Siyang Song, Feng Liu, Linlin Shen |
| 2023 | Interspeech | Joint Prediction of Audio Event and Annoyance Rating in an Urban Soundscape by Hierarchical Graph Representation Learning. | Yuanbo Hou, Siyang Song, Cheng Luo, Andrew Mitchell, Qiaoqiao Ren, Weicheng Xie, Jian Kang, Wenwu Wang, Dick Botteldooren |
| 2022 | ECCV | Deep Learning-Based Assessment of Facial Periodic Affect in Work-Like Settings. | Siyang Song, Yiming Luo, Vincenzo Ronca, Gianluca Borghini, Hesam Sagha, Vera Barbara Rick, Alexander Mertens, Hatice Gunes |
| 2022 | ICASSP | Statistical, Spectral and Graph Representations for Video-Based Facial Expression Recognition in Children. | Nida Itrat Abbasi, Siyang Song, Hatice Gunes |
| 2022 | IJCAI | Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition. | Cheng Luo, Siyang Song, Weicheng Xie, Linlin Shen, Hatice Gunes |
| 2020 | ICPR | Self-supervised learning of Dynamic Representations for Static Images. | Siyang Song, Enrique Sanchez, Linlin Shen, Michel F. Valstar |
| 2019 | ACII | Automatic prediction of Depression and Anxiety from behaviour and personality attributes. | Shashank Jaiswal, Siyang Song, Michel F. Valstar |
| 2018 | IJCNN | Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification. | Siyang Song, Shuimei Zhang, Bjrn W. Schuller, Linlin Shen, Michel F. Valstar |