Human Behaviour-Based Automatic Depression Analysis Using Hand-Crafted Statistics and Deep Learned Spectral Features. - Siyang Song; Linlin Shen; Michel F. Valstar (FG, 2018)

Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification. - Siyang Song; Shuimei Zhang; Björn W. Schuller; Linlin Shen; Michel F. Valstar (IJCNN, 2018)

Automatic prediction of Depression and Anxiety from behaviour and personality attributes. - Shashank Jaiswal; Siyang Song; Michel F. Valstar (ACII, 2019)

Dynamic Facial Models for Video-Based Dimensional Affect Estimation. - Siyang Song; Enrique Sánchez-Lozano; Mani Kumar Tellamekala; Linlin Shen; Alan Johnston; Michel F. Valstar (ICCV Workshops, 2019)

AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition. - Fabien Ringeval; Björn W. Schuller; Michel F. Valstar; Nicholas Cummins; Roddy Cowie; Leili Tavabi; Maximilian Schmitt; Sina Alisamir; Shahin Amiriparian; Eva-Maria Meßner; Siyang Song; Shuo Liu 012; et al. (AVEC@MM, 2019)

Inferring Dynamic Representations of Facial Actions from a Still Image. - Siyang Song; Enrique Sánchez-Lozano; Linlin Shen; Alan Johnston; Michel F. Valstar (CoRR, 2019)

Modeling and control of inherently safe robots with variable stiffness links. - Siyang Song; Xianpai Zeng; Yu She; Junmin Wang; Hai-Jun Su (Robotics Auton. Syst., 2019)

EMOPAIN Challenge 2020: Multimodal Pain Evaluation from Facial and Bodily Expressions. - Joy O. Egede; Siyang Song; Temitayo A. Olugbade; Chongyang Wang; Amanda C. de C. Williams; Hongying Meng; Min S. Hane Aung; Nicholas D. Lane; Michel F. Valstar; Nadia Bianchi-Berthouze (FG, 2020)

Analyzing Facial Temporal Patterns for Face Anti-Spoofing. - Jingtian Xia; Siyang Song; Yan Tang; Linlin Shen (ICCPR, 2020)

Self-supervised learning of Dynamic Representations for Static Images. - Siyang Song; Enrique Sanchez; Linlin Shen; Michel F. Valstar (ICPR, 2020)

Personality Recognition by Modelling Person-specific Cognitive Processes using Graph Representation. - Zilong Shao; Siyang Song; Shashank Jaiswal; Linlin Shen; Michel F. Valstar; Hatice Gunes (ACM Multimedia, 2021)

Learning Graph Representation of Person-specific Cognitive Processes from Audio-visual Behaviours for Automatic Personality Recognition. - Siyang Song; Zilong Shao; Shashank Jaiswal; Linlin Shen; Michel F. Valstar; Hatice Gunes (CoRR, 2021)

Inferring User Facial Affect in Work-like Settings. - Chaudhary Muhammad Aqdus Ilyas; Siyang Song; Hatice Gunes (CoRR, 2021)

A Parametric Study of Compliant Link Design for Safe Physical Human-Robot Interaction. - Yu She; Siyang Song; Hai-Jun Su; Junmin Wang (Robotica, 2021)

Modelling person-specific and multi-scale facial dynamics for automatic personality and depression analysis. - Siyang Song (2021)

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 (ECCV Workshops (5), 2022)

Statistical, Spectral and Graph Representations for Video-Based Facial Expression Recognition in Children. - Nida Itrat Abbasi; Siyang Song; Hatice Gunes (ICASSP, 2022)

Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition. - Cheng Luo; Siyang Song; Weicheng Xie 001; Linlin Shen; Hatice Gunes (IJCAI, 2022)

Scale-free Photo-realistic Adversarial Pattern Attack. - Xiangbo Gao; Weicheng Xie 001; Minmin Liu; Cheng Luo; Qinliang Lin; Linlin Shen; Keerthy Kusumam; Siyang Song (CoRR, 2022)

Multi-dimensional Edge-based Audio Event Relational Graph Representation Learning for Acoustic Scene Classification. - Yuanbo Hou; Siyang Song; Chuang Yu 001; Yuxin Song; Wenwu Wang 001; Dick Botteldooren (CoRR, 2022)

GRATIS: Deep Learning Graph Representation with Task-specific Topology and Multi-dimensional Edge Features. - Siyang Song; Yuxin Song; Cheng Luo; Zhiyuan Song; Selim Kuzucu; Xi Jia; Zhijiang Guo; Weicheng Xie 001; Linlin Shen; Hatice Gunes (CoRR, 2022)

Spectral Representation of Behaviour Primitives for Depression Analysis. - Siyang Song; Shashank Jaiswal; Linlin Shen; Michel F. Valstar (IEEE Trans. Affect. Comput., 2022)

A Tool to Facilitate the Cross-Cultural Design Process Using Deep Learning. - Leijing Zhou; Xu Sun 002; Guannan Mu; Jiayi Wu; Jiangping Zhou; Qiuning Wu; Yaorun Zhang; Yufan Xi; Nesrin Dilber Günes; Siyang Song (IEEE Trans. Hum. Mach. Syst., 2022)

Fourier-Net: Fast Image Registration with Band-Limited Deformation. - Xi Jia; Joseph Bartlett; Wei Chen 092; Siyang Song; Tianyang Zhang 003; Xinxing Cheng; Wenqi Lu 001; Zhaowen Qiu; Jinming Duan 001 (AAAI, 2023)

A Framework for Automatic Personality Recognition in Dyadic Interactions. - Euodia Dodd; Siyang Song; Hatice Gunes (ACIIW, 2023)

Spatial-Temporal Graph-Based AU Relationship Learning for Facial Action Unit Detection. - Zihan Wang 005; Siyang Song; Cheng Luo; Yuzhi Zhou; Shiling Wu; Weicheng Xie 001; Linlin Shen (CVPR Workshops, 2023)

Human Gesture Recognition with a Flow-based Model for Human Robot Interaction. - Lanmiao Liu; Chuang Yu 001; Siyang Song; Zhidong Su; Adriana Tapus (HRI (Companion), 2023)

Shift from Texture-bias to Shape-bias: Edge Deformation-based Augmentation for Robust Object Recognition. - Xilin He; Qinliang Lin; Cheng Luo; Weicheng Xie 001; Siyang Song; Feng Liu 013; Linlin Shen (ICCV, 2023)

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 001; Jian Kang 002; Wenwu Wang 001; Dick Botteldooren (INTERSPEECH, 2023)

REACT2023: The First Multiple Appropriate Facial Reaction Generation Challenge. - Siyang Song; Micol Spitale; Cheng Luo; Germán Barquero; Cristina Palmero; Sergio Escalera; Michel F. Valstar; Tobias Baur 001; Fabien Ringeval; Elisabeth André; Hatice Gunes (ACM Multimedia, 2023)

Multiple Appropriate Facial Reaction Generation in Dyadic Interaction Settings: What, Why and How? - Siyang Song; Micol Spitale; Yiming Luo; Batuhan Bal; Hatice Gunes (CoRR, 2023)

Spatio-Temporal AU Relational Graph Representation Learning For Facial Action Units Detection. - Zihan Wang 005; Siyang Song; Cheng Luo; Yuzhi Zhou; Shiling Wu; Weicheng Xie 001; Linlin Shen (CoRR, 2023)

Reversible Graph Neural Network-based Reaction Distribution Learning for Multiple Appropriate Facial Reactions Generation. - Tong Xu; Micol Spitale; Hao Tang; Lu Liu; Hatice Gunes; Siyang Song (CoRR, 2023)

ReactFace: Multiple Appropriate Facial Reaction Generation in Dyadic Interactions. - Cheng Luo; Siyang Song; Weicheng Xie 001; Micol Spitale; Linlin Shen; Hatice Gunes (CoRR, 2023)

REACT2023: the first Multi-modal Multiple Appropriate Facial Reaction Generation Challenge. - Siyang Song; Micol Spitale; Cheng Luo; Germán Barquero; Cristina Palmero; Sergio Escalera; Michel F. Valstar; Tobias Baur 001; Fabien Ringeval; Elisabeth André; Hatice Gunes (CoRR, 2023)

MRecGen: Multimodal Appropriate Reaction Generator. - Jiaqi Xu; Cheng Luo; Weicheng Xie 001; Linlin Shen; Xiaofeng Liu; Lu Liu 001; Hatice Gunes; Siyang Song (CoRR, 2023)

Diverse local facial behaviors learning from enhanced expression flow for microexpression recognition. - Rongrong Ni; Biao Yang; Xu Zhou 002; Siyang Song; Xiaofeng Liu 006 (Knowl. Based Syst., 2023)

Audio Event-Relational Graph Representation Learning for Acoustic Scene Classification. - Yuanbo Hou; Siyang Song; Chuang Yu 001; Wenwu Wang 001; Dick Botteldooren (IEEE Signal Process. Lett., 2023)

Self-Supervised Learning of Person-Specific Facial Dynamics for Automatic Personality Recognition. - Siyang Song; Shashank Jaiswal; Enrique Sánchez-Lozano; Georgios Tzimiropoulos; Linlin Shen; Michel F. Valstar (IEEE Trans. Affect. Comput., 2023)

Learning Person-Specific Cognition From Facial Reactions for Automatic Personality Recognition. - Siyang Song; Zilong Shao; Shashank Jaiswal; Linlin Shen; Michel F. Valstar; Hatice Gunes (IEEE Trans. Affect. Comput., 2023)

Emotion Recognition Through Combining EEG and EOG Over Relevant Channels With Optimal Windowing. - Huili Cai; Xiaofeng Liu 006; Rongrong Ni; Siyang Song; Angelo Cangelosi (IEEE Trans. Hum. Mach. Syst., 2023)

Boosting Adversarial Transferability across Model Genus by Deformation-Constrained Warping. - Qinliang Lin; Cheng Luo; Zenghao Niu; Xilin He; Weicheng Xie 001; Yuanbo Hou; Linlin Shen; Siyang Song (AAAI, 2024)

Learning Graph Representation for Predicting Student Mental Wellbeing in Robot Assisted Journal Writing Context. - Batuhan Sayis; Rui Gao; Siyang Song; Hatice Gunes (ACII (Workshops and Demos), 2024)

Deep Unfolding Network with Spatial-spectral Perception Enhanced for Pan-sharpening. - Mengjiao Zhao; Mengting Ma; Xiangdong Li; Ao Gao; Siyang Song; Wei Zhang 243 (BMVC, 2024)

Multi-Scale Dynamic and Hierarchical Relationship Modeling for Facial Action Units Recognition. - Zihan Wang 005; Siyang Song; Cheng Luo; Songhe Deng; Weicheng Xie 001; Linlin Shen (CVPR, 2024)

Advancing Saliency Ranking with Human Fixations: Dataset, Models and Benchmarks. - Bowen Deng; Siyang Song; Andrew P. French; Denis Schluppeck; Michael P. Pound (CVPR, 2024)

Domain Separation Graph Neural Networks for Saliency Object Ranking. - Zijian Wu; Jun Lu 006; Jing Han 009; Lianfa Bai; Yi Zhang 036; Zhuang Zhao; Siyang Song (CVPR, 2024)

MTaDCS: Moving Trace and Feature Density-Based Confidence Sample Selection Under Label Noise. - Qingzheng Huang; Xilin He; Xiaole Xian; Qinliang Lin; Weicheng Xie 001; Siyang Song; Linlin Shen; Zitong Yu (ECCV (71), 2024)

Multi-modal Human Behaviour Graph Representation Learning for Automatic Depression Assessment. - Haotian Shen; Siyang Song; Hatice Gunes (FG, 2024)

REACT 2024: the Second Multiple Appropriate Facial Reaction Generation Challenge. - Siyang Song; Micol Spitale; Cheng Luo; Cristina Palmero; Germán Barquero; Hengde Zhu; Sergio Escalera; Michel F. Valstar; Tobias Baur 001; Fabien Ringeval; Elisabeth André; Hatice Gunes (FG, 2024)

Scale-Free And Task-Generic Attack: Generating Photo-Realistic Adversarial Patterns With Patch Quilting Generator. - Xiangbo Gao; Qinliang Lin; Cheng Luo; Weicheng Xie 001; Linlin Shen; Keerthy Kusumam; Siyang Song (ICASSP, 2024)

Multi-Level Graph Learning For Audio Event Classification And Human-Perceived Annoyance Rating Prediction. - Yuanbo Hou; Qiaoqiao Ren; Siyang Song; Yuxin Song; Wenwu Wang 001; Dick Botteldooren (ICASSP, 2024)

Circular Decomposition and Cross-Modal Recombination for Multimodal Sentiment Analysis. - Haijian Liang; Weicheng Xie 001; Xilin He; Siyang Song; Linlin Shen (ICASSP, 2024)

MERG: Multi-Dimensional Edge Representation Generation Layer for Graph Neural Networks. - Yuxin Song; Cheng Luo; Aaron Jackson; Xi Jia; Weicheng Xie 001; Linlin Shen; Hatice Gunes; Siyang Song (ICASSP, 2024)

Robust Facial Reactions Generation: An Emotion-Aware Framework with Modality Compensation. - Guanyu Hu 003; Jie Wei; Siyang Song; Dimitrios Kollias; Xinyu Yang 001; Zhonglin Sun; Odysseus Kaloidas (IJCB, 2024)

CLIP-Guided Bidirectional Prompt and Semantic Supervision for Dynamic Facial Expression Recognition. - Junliang Zhang; Xu Liu; Yu Liang; Xiaole Xian; Weicheng Xie 001; Linlin Shen; Siyang Song (IJCB, 2024)

A Novel Graph-Representation-Based Multi-Scale Feature Fusion Approach for Road Segmentation. - Zhenyang Li; Siyang Song; Fuxiang Chen; Lu Liu (ICNSC, 2024)

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 (ISPA, 2024)

PerFRDiff: Personalised Weight Editing for Multiple Appropriate Facial Reaction Generation. - Hengde Zhu; Xiangyu Kong; Weicheng Xie 001; Xin Huang; Linlin Shen; Lu Liu 001; Hatice Gunes; Siyang Song (ACM Multimedia, 2024)

Towards Combating Frequency Simplicity-biased Learning for Domain Generalization. - Xilin He; Jingyu Hu; Qinliang Lin; Cheng Luo; Weicheng Xie 001; Siyang Song; Muhammad Haris Khan; Linlin Shen (NeurIPS, 2024)

CemiFace: Center-based Semi-hard Synthetic Face Generation for Face Recognition. - Zhonglin Sun; Siyang Song; Ioannis Patras; Georgios Tzimiropoulos (NeurIPS, 2024)

Rethinking Remote Sensing Change Detection With A Mask View. - Xiaowen Ma; Zhenkai Wu; Rongrong Lian; Wei Zhang 243; Siyang Song (CoRR, 2024)

LOGCAN++: Local-global class-aware network for semantic segmentation of remote sensing images. - Xiaowen Ma; Rongrong Lian; Zhenkai Wu; Hongbo Guo; Mengting Ma; Sensen Wu; Zhenhong Du; Siyang Song; Wei Zhang 243 (CoRR, 2024)

Graph in Graph Neural Network. - Jiongshu Wang; Jing Yang 038; Jiankang Deng; Hatice Gunes; Siyang Song (CoRR, 2024)

CauSkelNet: Causal Representation Learning for Human Behaviour Analysis. - Xingrui Gu; Chuyi Jiang; Erte Wang; Zekun Wu 003; Qiang Cui; Leimin Tian; Lianlong Wu; Siyang Song; Chuang Yu (CoRR, 2024)

SynFER: Towards Boosting Facial Expression Recognition with Synthetic Data. - Xilin He; Cheng Luo; Xiaole Xian; Bing Li 024; Siyang Song; Muhammad Haris Khan; Weicheng Xie 001; Linlin Shen; Zongyuan Ge (CoRR, 2024)

Network characteristics adaption and hierarchical feature exploration for robust object recognition. - Weicheng Xie 001; Cheng Luo; Gui Wang; Linlin Shen; Zhihui Lai 001; Siyang Song (Pattern Recognit., 2024)

An Open-Source Benchmark of Deep Learning Models for Audio-Visual Apparent and Self-Reported Personality Recognition. - Rongfan Liao; Siyang Song; Hatice Gunes (IEEE Trans. Affect. Comput., 2024)

Generative Imperceptible Attack With Feature Learning Bias Reduction and Multi-Scale Variance Regularization. - Weicheng Xie 001; Zenghao Niu; Qinliang Lin; Siyang Song; Linlin Shen (IEEE Trans. Inf. Forensics Secur., 2024)

Cross-Layer Contrastive Learning of Latent Semantics for Facial Expression Recognition. - Weicheng Xie 001; Zhibin Peng; Linlin Shen; Wenya Lu; Yang Zhang 012; Siyang Song (IEEE Trans. Image Process., 2024)

Unlocking Human-Like Facial Expressions in Humanoid Robots: A Novel Approach for Action Unit Driven Facial Expression Disentangled Synthesis. - Xiaofeng Liu 006; Rongrong Ni; Biao Yang; Siyang Song; Angelo Cangelosi (IEEE Trans. Robotics, 2024)

Loss Relaxation Strategy for Noisy Facial Video-based Automatic Depression Recognition. - Siyang Song; Yiming Luo; Tugba Tümer; Changzeng Fu; Michel F. Valstar; Hatice Gunes (ACM Trans. Comput. Heal., 2024)

MSAmba: Exploring Multimodal Sentiment Analysis with State Space Models. - Xilin He; Haijian Liang; Boyi Peng; Weicheng Xie 001; Muhammad Haris Khan; Siyang Song; Zitong Yu (AAAI, 2025)

DepMGNN: Matrixial Graph Neural Network for Video-based Automatic Depression Assessment. - Zijian Wu; Leijing Zhou; Shuanglin Li; Changzeng Fu; Jun Lu 006; Jing Han 009; Yi Zhang 036; Zhuang Zhao; Siyang Song (AAAI, 2025)

CA-Edit: Causality-Aware Condition Adapter for High-Fidelity Local Facial Attribute Editing. - Xiaole Xian; Xilin He; Zenghao Niu; Junliang Zhang; Weicheng Xie 001; Siyang Song; Zitong Yu; Linlin Shen (AAAI, 2025)

PerReactor: Offline Personalised Multiple Appropriate Facial Reaction Generation. - Hengde Zhu; Xiangyu Kong; Weicheng Xie 001; Xin Huang; Xilin He; Lu Liu 001; Linlin Shen; Wei Zhang; Hatice Gunes; Siyang Song (AAAI, 2025)

DEGSTalk: Decomposed Per-Embedding Gaussian Fields for Hair-Preserving Talking Face Synthesis. - Kaijun Deng; Dezhi Zheng; Jindong Xie; Jinbao Wang; Weicheng Xie 001; Linlin Shen; Siyang Song (ICASSP, 2025)

M3ADD: A Novel Benchmark for Physiology Signal-based Automatic Depression Detection with Multimodal Multitask Multievent Framework. - Changzeng Fu; Kaifeng Su; Yikai Su; Fengkui Qian; Yixuan Zhang; Chaoran Liu; Siyang Song; Le Yang 004; Xiaoyong Lv; Peng Shan; Yuliang Zhao (ICASSP, 2025)

A Frequency-aware Augmentation Network for Mental Disorders Assessment from Audio. - Shuanglin Li; Siyang Song; Rajesh Nair; Syed Mohsen Naqvi (ICASSP, 2025)

Hierarchical Multimodal Decoupling-Fusion Framework for offline Multiple Appropriate Facial Reaction Generation. - Qincheng Lv; Xiaofeng Liu 006; Jie Li 009; Rongrong Ni; Pujun Xue; Siyang Song (ICASSP, 2025)

Leveraging Deep Facial Priors for Offline Multiple Appropriate Facial Reaction Generation. - Shuanglin Li; Douglas Amobi Amoke; Siyang Song; Syed Mohsen Naqvi (DSP, 2025)

Towards Robust Training via Gradient-Diversified Backpropagation. - Xilin He; Cheng Luo; Qinliang Lin; Weicheng Xie 001; Muhammad Haris Khan; Siyang Song; Linlin Shen (WACV, 2025)

Facial action units guided graph representation learning for multimodal depression detection. - Changzeng Fu; Fengkui Qian; Yikai Su; Kaifeng Su; Siyang Song; Mingyue Niu; Jiaqi Shi; Zhigang Liu 014; Chaoran Liu; Carlos Toshinori Ishi; Hiroshi Ishiguro (Neurocomputing, 2025)

Deep spatial-spectral fusion transformer for remote sensing pansharpening. - Mengting Ma; Yizhen Jiang; Mengjiao Zhao; Xiaowen Ma; Wei Zhang 243; Siyang Song (Inf. Fusion, 2025)

SymGraphAU: Prior knowledge based symbolic graph for action unit recognition. - Wei-Cheng Xie 001; Fan Yang; Junliang Zhang; Siyang Song; Linlin Shen; Zitong Yu; Cheng Luo (Pattern Recognit., 2025)

Two-Stage Temporal Modelling Framework for Video-Based Depression Recognition Using Graph Representation. - Jiaqi Xu; Hatice Gunes; Keerthy Kusumam; Michel F. Valstar; Siyang Song (IEEE Trans. Affect. Comput., 2025)

LOGCAN++: Adaptive Local-Global Class-Aware Network for Semantic Segmentation of Remote Sensing Images. - Xiaowen Ma; Rongrong Lian; Zhenkai Wu; Hongbo Guo; Fan Yang 100; Mengting Ma; Sensen Wu; Zhenhong Du; Wei Zhang 243; Siyang Song (IEEE Trans. Geosci. Remote. Sens., 2025)

Supervised Detail-Guided Multiscale State-Space Model for Pan-Sharpening. - Mengjiao Zhao; Mengting Ma; Xiangdong Li; Xiaowen Ma; Wei Zhang 243; Siyang Song (IEEE Trans. Geosci. Remote. Sens., 2025)

Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification. - Wennuo Yang; Shiling Wu; Yuzhi Zhou; Cheng Luo; Xilin He; Weicheng Xie 001; Linlin Shen; Siyang Song (CoRR, 2025)

CD-Lamba: Boosting Remote Sensing Change Detection via a Cross-Temporal Locally Adaptive State Space Model. - Zhenkai Wu; Xiaowen Ma; Rongrong Lian; Kai Zheng; Mengting Ma; Wei Zhang 243; Siyang Song (CoRR, 2025)

Multimodal Emotion Fusion Mechanism and Empathetic Responses in Companion Robots. - Xiaofeng Liu 006; Qincheng Lv; Jie Li 009; Siyang Song; Angelo Cangelosi (IEEE Trans. Cogn. Dev. Syst., 2025)

The First MPDD Challenge: Multimodal Personality-aware Depression Detection. - Changzeng Fu; Zelin Fu; Qi Zhang; Xinhe Kuang; Jiacheng Dong; Kaifeng Su; Yikai Su; Wenbo Shi; Junfeng Yao; Yuliang Zhao; Shiqi Zhao; Jiadong Wang; et al. (CoRR, 2025)

Oral Imaging for Malocclusion Issues Assessments: OMNI Dataset, Deep Learning Baselines and Benchmarking. - Pujun Xue; Junyi Ge; Xiaotong Jiang; Siyang Song; Zijian Wu; Yupeng Huo; Weicheng Xie 001; Linlin Shen; Xiaoqin Zhou; Xiaofeng Liu; Min Gu (CoRR, 2025)

REACT 2025: the Third Multiple Appropriate Facial Reaction Generation Challenge. - Siyang Song; Micol Spitale; Xiangyu Kong; Hengde Zhu; Cheng Luo; Cristina Palmero; Germán Barquero; Sergio Escalera; Michel F. Valstar; Mohamed Daoudi; Tobias Baur 001; Fabien Ringeval; et al. (CoRR, 2025)

OmniResponse: Online Multimodal Conversational Response Generation in Dyadic Interactions. - Cheng Luo; Jianghui Wang; Bing Li 024; Siyang Song; Bernard Ghanem (CoRR, 2025)

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey. - Siyang Song; Yupeng Huo; Shiqing Tang; Jiaee Cheong; Rui Gao; Michel F. Valstar; Hatice Gunes (CoRR, 2025)

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 (CoRR, 2025)

D^3-Talker: Dual-Branch Decoupled Deformation Fields for Few-Shot 3D Talking Head Synthesis. - Yuhang Guo; Kaijun Deng; Siyang Song; Jindong Xie; Wenhui Ma; Linlin Shen (CoRR, 2025)

ReactFace: Online Multiple Appropriate Facial Reaction Generation in Dyadic Interactions. - Cheng Luo; Siyang Song; Wei-Cheng Xie 001; Micol Spitale; Zongyuan Ge; Linlin Shen; Hatice Gunes (IEEE Trans. Vis. Comput. Graph., 2025)

Variable-length time series classification: Benchmarking, analysis and effective spectral pooling strategy. - Shiling Wu; Siyang Song; Songhe Deng; Weicheng Xie 001; Linlin Shen (Inf. Fusion, 2026)

CPG: Contrastive Patch-Graph learning for 3D point cloud. - Junjie Zhou 001; Yingde Song; Chinwai Chiu; Yongping Xiong; Yuxin Luo; Siyang Song (Pattern Recognit., 2026)