Siyuan Yan

According to our database, Siyuan Yan authored at least 39 papers between 2017 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

Learning-Based Temporal Sequence of Constrained Handling Selection for Constrained Multi-Objective Evolutionary Optimization.

Chaoda Peng, Siyuan Yan, Cankun Zhong, Qiong Huang, Chunguo Wu, Han Huang

IEEE Trans. Evol. Comput., June, 2026

Dr.V : A Hierarchical Perception-Temporal-Cognition Framework to Diagnose Video Hallucination by Fine-Grained Spatial-Temporal Grounding.

Meng Luo, Shengqiong Wu, Liqiang Jing, Tianjie Ju, Li Zheng, Jinxiang Lai, Tianlong Wu, Xinya Du, Jian Li, Siyuan Yan, Jiebo Luo, William Yang Wang, Hao Fei, Mong-Li Lee, Wynne Hsu

Int. J. Comput. Vis., June, 2026

DermAgent: A Self-Reflective Agentic System for Dermatological Image Analysis with Multi-Tool Reasoning and Traceable Decision-Making.

Yize Liu, Siyuan Yan, Ming Hu, Lie Ju, Xieji Li, Feilong Tang, Wei Feng, Zongyuan Ge

CoRR, May, 2026

Understanding Algorithmic Aversion: A Bold Rejection of Digital Dominion.

Xiaoxu Ling, Siyuan Yan

Commun. ACM, March, 2026

A Vision-Language Foundation Model for Zero-shot Clinical Collaboration and Automated Concept Discovery in Dermatology.

Siyuan Yan, Xieji Li, Dan Mo, Philipp Tschandl, Yiwen Jiang, Zhonghua Wang, Ming Hu, Lie Ju, Cristina Vico-Alonso, Yizhen Zheng, Jiahe Liu, Juexiao Zhou, Camilla Chello, Jen G. Cheung, Julien Anriot, Luc Thomas, Clare Primiero, Gin Tan, Aik Beng Ng, Simon See, Xiaoying Tang, Albert Ip, Xiaoyang Liao, Adrian Bowling, Martin Haskett, Shuang Zhao, Monika Janda, H. Peter Soyer, Victoria Mar, Harald Kittler, Zongyuan Ge

CoRR, February, 2026

DermoGPT: Open Weights and Open Data for Morphology-Grounded Dermatological Reasoning MLLMs.

Jinghan Ru, Siyuan Yan, Yuguo Yin, Yuexian Zou, Zongyuan Ge

CoRR, January, 2026

2025

Multi-Aspect Knowledge-Enhanced Medical Vision-Language Pretraining with Multi-Agent Data Generation.

Xieji Li, Siyuan Yan, Yingsheng Liu, H. Peter Soyer, Monika Janda, Victoria Mar, Zongyuan Ge

CoRR, December, 2025

Adamas: Hadamard Sparse Attention for Efficient Long-Context Inference.

Siyuan Yan, Guo-qing Jiang, Yuchen Zhang, Xiaoxing Ma, Ran Zhu, Chun Cao, Jingwei Xu

CoRR, October, 2025

ReactDiff: Fundamental Multiple Appropriate Facial Reaction Diffusion Model.

Luo Cheng, Siyang Song, Siyuan Yan, Yu Zhen, ZongYuan Ge

CoRR, October, 2025

A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers.

Ming Hu, Chenglong Ma, Wei Li, Wanghan Xu, Jiamin Wu, Jucheng Hu, Tianbin Li, Guohang Zhuang, Jiaqi Liu, Yingzhou Lu, Ying Chen, Chaoyang Zhang, Cheng Tan, Jie Ying, Guocheng Wu, Shujian Gao, Pengcheng Chen, Jiashi Lin, Haitao Wu, Lulu Chen, Fengxiang Wang, Yuanyuan Zhang, Xiangyu Zhao, Feilong Tang, Encheng Su, Junzhi Ning, Xinyao Liu, Ye Du, Changkai Ji, Cheng Tang, Huihui Xu, Ziyang Chen, Ziyan Huang, Jiyao Liu, Pengfei Jiang, Yizhou Wang, Chen Tang, Jianyu Wu, Yuchen Ren, Siyuan Yan, Zhonghua Wang, Zhongxing Xu, Shiyan Su, Shangquan Sun, Runkai Zhao, Zhisheng Zhang, Yu Liu, Fudi Wang, Yuanfeng Ji, Yanzhou Su, Hongming Shan, Chun-Mei Feng, Jiahao Xu, Jiangtao Yan, Wenhao Tang, Diping Song, Lihao Liu, Yanyan Huang, Lequan Yu, Bin Fu, Shujun Wang, Xiaomeng Li, Xiaowei Hu, Yun Gu, Ben Fei, Zhongying Deng, Benyou Wang, Yuewen Cao, Minjie Shen, Haodong Duan, Jie Xu, Yirong Chen, Fang Yan, Hongxia Hao, Jielan Li, Jiajun Du, Yanbo Wang, Imran Razzak, Chi Zhang, Lijun Wu, Conghui He, Zhaohui Lu, Jinhai Huang, Yihao Liu, Fenghua Ling, Yuqiang Li, Aoran Wang, Qihao Zheng, Nanqing Dong, Tianfan Fu, Dongzhan Zhou, Yan Lu, Wenlong Zhang, Jin Ye, Jianfei Cai, Wanli Ouyang, Yu Qiao, Zongyuan Ge, Shixiang Tang, Junjun He

CoRR, August, 2025

Scaling Laws for Speculative Decoding.

Siyuan Yan, Mo Zhu, Guo-qing Jiang, Jianfei Wang, Jiaxing Chen, Wentai Zhang, Xiang Liao, Xiao Cui, Chen Zhang, Zhuoran Song, Ran Zhu

CoRR, May, 2025

Prompt-Driven Latent Domain Generalization for Medical Image Classification.

Siyuan Yan, Zhen Yu, Chi Liu, Lie Ju, Dwarikanath Mahapatra, Brigid Betz-Stablein, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge

IEEE Trans. Medical Imaging, January, 2025

Automated triage of cancer-suspicious skin lesions with 3D total-body photography.

Nicholas R. Kurtansky, Maura C. Gillis, Noel C. F. Codella, Brian D'Alessandro, Zongyuan Ge, Pascale Guitera, Allan C. Halpern, Harald Kittler, Josep Malvehy, Konstantinos Liopyris, Victoria Mar, Linda K. Martin, Lara Valeska Maul, Alexander Navarini, Tarlia Rajeswaran, Vin Rajeswaran, Nadia Reichman, H. Peter Soyer, Jochen Weber, Siyuan Yan, Veronica Rotemberg, Kivanç Köse

npj Digit. Medicine, 2025

ReactDiff: Fundamental Multiple Appropriate Facial Reaction Diffusion Model.

Cheng Luo, Siyang Song, Siyuan Yan, Zhen Yu, Zongyuan Ge

Proceedings of the 33rd ACM International Conference on Multimedia, 2025

MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-Shot Dermatological Assessment.

Siyuan Yan, Xieji Li, Ming Hu, Yiwen Jiang, Zhen Yu, Zongyuan Ge

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2025, 2025

Controllable Skin Synthesis via Lesion-Focused Vector Autoregression Model.

Jiajun Sun, Zhen Yu, Siyuan Yan, Jason J. Ong, Zongyuan Ge, Lei Zhang

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2025, 2025

Derm1M: A Million-Scale Vision-Language Dataset Aligned with Clinical Ontology Knowledge for Dermatology.

Siyuan Yan, Ming Hu, Yiwen Jiang, Xieji Li, Hao Fei, Philipp Tschandl, Harald Kittler, Zongyuan Ge

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining.

Ming Hu, Kun Yuan, Yaling Shen, Feilong Tang, Xiaohao Xu, Lin Zhou, Wei Li, Ying Chen, Zhongxing Xu, Zelin Peng, Siyuan Yan, Vinkle Srivastav, Diping Song, Tianbin Li, Danli Shi, Jin Ye, Nicolas Padoy, Nassir Navab, Junjun He, Zongyuan Ge

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification.

Yiwen Jiang, Deval Mehta, Siyuan Yan, Yaling Shen, Zimu Wang, Zongyuan Ge

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

2024

Speciesism and Preference of Human-Artificial Intelligence Interaction: A Study on Medical Artificial Intelligence.

Weiwei Huo, Zihan Zhang, Jingjing Qu, Jiaqi Yan, Siyuan Yan, Jinyi Yan, Bowen Shi

Int. J. Hum. Comput. Interact., June, 2024

A General-Purpose Multimodal Foundation Model for Dermatology.

Siyuan Yan, Zhen Yu, Clare Primiero, Cristina Vico-Alonso, Zhonghua Wang, Litao Yang, Philipp Tschandl, Ming Hu, Gin Tan, Vincent Tang, Aik Beng Ng, David Powell, C. Paul Bonnington, Simon See, Monika Janda, Victoria Mar, Harald Kittler, H. Peter Soyer, Zongyuan Ge

CoRR, 2024

MONICA: Benchmarking on Long-tailed Medical Image Classification.

Lie Ju, Siyuan Yan, Yukun Zhou, Yang Nan, Xiaodan Xing, Peibo Duan, Zongyuan Ge

CoRR, 2024

Diffusion Model Driven Test-Time Image Adaptation for Robust Skin Lesion Classification.

Ming Hu, Siyuan Yan, Peng Xia, Feilong Tang, Wenxue Li, Peibo Duan, Lin Zhang, Zongyuan Ge

CoRR, 2024

Generalizing CLIP to Unseen Domain via Text-Guided Diverse Novel Feature Synthesis.

Siyuan Yan, Cheng Luo, Zhen Yu, Zongyuan Ge

CoRR, 2024

OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding.

Ming Hu, Peng Xia, Lin Wang, Siyuan Yan, Feilong Tang, Zhongxing Xu, Yimin Luo, Kaimin Song, Jürgen Leitner, Xuelian Cheng, Jun Cheng, Chi Liu, Kaijing Zhou, Zongyuan Ge

Proceedings of the Computer Vision - ECCV 2024, 2024

2023

EPVT: Environment-aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition.

Siyuan Yan, Chi Liu, Zhen Yu, Lie Ju, Dwarikanath Mahapatrainst, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge

CoRR, 2023

NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding.

Ming Hu, Lin Wang, Siyuan Yan, Don Ma, Qingli Ren, Peng Xia, Wei Feng, Peibo Duan, Lie Ju, Zongyuan Ge

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

EPVT: Environment-Aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition.

Siyuan Yan, Chi Liu, Zhen Yu, Lie Ju, Dwarikanath Mahapatra, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision.

Siyuan Yan, Zhen Yu, Xuelin Zhang, Dwarikanath Mahapatra, Shekhar S. Chandra, Monika Janda, H. Peter Soyer, Zongyuan Ge

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022

Transmission-Guided Bayesian Generative Model for Smoke Segmentation.

Siyuan Yan, Jing Zhang, Nick Barnes

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Stress Recognition in Thermal Videos Using Bi-directional Long-Term Recurrent Convolutional Neural Networks.

Siyuan Yan, Abhijit Adhikary

Proceedings of the Neural Information Processing - 28th International Conference, 2021

2020

Spatiotemporal Tree Filtering for Enhancing Image Change Detection.

Dawei Li, Siyuan Yan, Mingbo Zhao, Tommy W. S. Chow

IEEE Trans. Image Process., 2020

Bandwidth Extension on Spectrum Modeling of Cross-Modulation for Dual-Band Amplification of OFDM Signals.

Siyuan Yan, Xianzhen Yang, Xiao Li, Fu Li

IEEE Trans. Instrum. Meas., 2020

2019

An Integrated Image Filter for Enhancing Change Detection Results.

Dawei Li, Siyuan Yan, Xin Cai, Yan Cao, Sifan Wang

IEEE Access, 2019

An Overlapping-Free Leaf Segmentation Method for Plant Point Clouds.

Dawei Li, Yan Cao, Guoliang Shi, Xin Cai, Yang Chen, Sifan Wang, Siyuan Yan

IEEE Access, 2019

2018

Spectrum Modeling of Cross-Modulation for Concurrent Dual-Band RF Power Amplifiers in OFDM Modulation.

Fu Li, Siyuan Yan, Xianzhen Yang, Xiao Li

IEEE Trans. Instrum. Meas., 2018

Leaf Segmentation on Dense Plant Point Clouds with Facet Region Growing.

Dawei Li, Yan Cao, Xue-Song Tang, Siyuan Yan, Xin Cai

Sensors, 2018

Digital Predistortion for Spectrum Compliance in the Internet of Things.

Siyuan Yan, Xiao Li, Changhong Jiang, Hui Li, Lingmei Wang, Fu Li

J. Electron. Test., 2018

2017

On Dual-Band Amplifications Using Dual Two-Tones: Clarifications and Discussion.

Siyuan Yan, Xianzhen Yang, Xiao Li, Fu Li

IEEE Trans. Instrum. Meas., 2017