Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series

21 October 2023

Yihe Wang

Xiang Zhang

Papers citing "Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series"

34 / 34 papers shown

Title
Fuzzy Cluster-Aware Contrastive Clustering for Time Series Congyu Wang Mingjing Du Xiang Jiang Yongquan Dong AI4TS 37 0 0 28 Mar 2025
Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation Wenxuan Wang K. Wu Yujian Betterest Li Dan Wang Xiaotian Zhang Jiaheng Liu AI4TS 68 0 0 24 Feb 2025
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 44 0 0 24 Feb 2025
Efficient Hierarchical Contrastive Self-supervising Learning for Time Series Classification via Importance-aware Resolution Selection Kevin Garcia Juan Manuel Perez Yifeng Gao AI4TS 50 0 0 14 Feb 2025
MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification Wei Fan Jingru Fei Dingyu Guo Kun Yi Xiaozhuang Song Haolong Xiang Hangting Ye Min Li AI4TS 93 1 0 06 Feb 2025
LEAD: Large Foundation Model for EEG-Based Alzheimer's Disease Detection Yihe Wang Nan Huang Nadia Mammone Marco Cecchi Xiang Zhang 79 0 0 02 Feb 2025
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models Huayu Li Xiwen Chen C. Zhang S. Quan William D.S. Killgore Shu-Fen Wung Chen X. Chen Geng Yuan Jin Lu Ao Li 40 0 0 28 Jan 2025
Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning En Fu Yanyan Hu AI4TS 36 0 0 30 Dec 2024
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 76 2 0 03 Dec 2024
Towards Neural Scaling Laws for Time Series Foundation Models Qingren Yao Chao-Han Huck Yang Renhe Jiang Yuxuan Liang Ming Jin Shirui Pan AI4TS AI4CE 42 7 0 16 Oct 2024
StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast Yu Wu Ting Dang Dimitris Spathis Hong Jia Cecilia Mascolo AI4TS 30 1 0 14 Oct 2024
Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models Sathya Kamesh Bhethanabhotla Omar Swelam Julien N. Siems David Salinas Frank Hutter Mamba AI4TS AI4CE 43 4 0 12 Oct 2024
Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Siyang Li Yize Chen Hui Xiong DiffM AI4TS 33 0 0 03 Oct 2024
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 28 1 0 03 Oct 2024
EMIT- Event-Based Masked Auto Encoding for Irregular Time Series Hrishikesh Patel Ruihong Qiu Adam Irwin Shazia Sadiq Sen Wang AI4TS 35 1 0 25 Sep 2024
Toward Robust Early Detection of Alzheimer's Disease via an Integrated Multimodal Learning Approach Yifei Chen Shenghao Zhu Zhaojie Fang Chang Liu Binfeng Zou ... Fan Jia Feiwei Qin Jin Fan Yong Peng Changmiao Wang 33 1 0 29 Aug 2024
ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment Yihe Wang Nadia Mammone Darina Petrovsky Alexandros T. Tzallas Francesco C. Morabito Xiang Zhang MedIm 34 3 0 17 Aug 2024
Scalable Transformer for High Dimensional Multivariate Time Series Forecasting Xin Zhou Weiqing Wang Wray L. Buntine Shilin Qu Abishek Sriramulu Weicong Tan Christoph Bergmeir AI4TS 50 1 0 08 Aug 2024
Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification Ziyu Liu Azadeh Alavi Minyi Li Xiang Zhang AI4TS 38 2 0 12 Jul 2024
ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities Julie Mordacq Léo Milecki Maria Vakalopoulou Steve Oudot Vicky Kalogeiton OffRL MedIm 37 3 0 04 Jul 2024
Nonlinear time-series embedding by monotone variational inequality Jonathan Y. Zhou Yao Xie AI4TS 36 0 0 11 Jun 2024
An Open and Large-Scale Dataset for Multi-Modal Climate Change-aware Crop Yield Predictions Fudong Lin Kaleb Guillot Summer Crawford Yihe Zhang Xu Yuan Nian-Feng Tzeng AI4Cl AI4CE 41 5 0 10 Jun 2024
Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification Yihe Wang Nan Huang Taida Li Yujun Yan Xiang Zhang MedIm AI4TS 35 21 0 24 May 2024
ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning Yihang Wang Yuying Qiu Peng Chen Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS AI4CE 36 10 0 24 May 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 48 3 0 17 May 2024
EEG-MACS: Manifold Attention and Confidence Stratification for EEG-based Cross-Center Brain Disease Diagnosis under Unreliable Annotations Zhenxi Song Ruihan Qin Huixia Ren Zhen Liang Yi Guo Min Zhang Zhiguo Zhang 21 1 0 29 Apr 2024
HCL-MTSAD: Hierarchical Contrastive Consistency Learning for Accurate Detection of Industrial Multivariate Time Series Anomalies Haili Sun Yan-Ming Huang Lansheng Han Cai Fu Chunjie Zhou 28 0 0 12 Apr 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 38 15 0 29 Feb 2024
TimeSiam: A Pre-Training Framework for Siamese Time-Series Modeling Jiaxiang Dong Haixu Wu Yuxuan Wang Yunzhong Qiu Li Zhang Jianmin Wang Mingsheng Long AI4TS 18 13 0 04 Feb 2024
Timer: Generative Pre-trained Transformers Are Large Time Series Models Yong Liu Haoran Zhang Chenyu Li Xiangdong Huang Jianmin Wang Mingsheng Long AIFin AI4TS AI4CE 39 48 0 04 Feb 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 75 15 0 08 Jan 2024
End-to-End Human-Gaze-Target Detection with Transformers Danyang Tu Xiongkuo Min Huiyu Duan G. Guo Guangtao Zhai Wei Shen ViT 80 57 0 20 Mar 2022
Discovery of Single Independent Latent Variable Uri Shaham Jonathan Svirsky Ori Katz Ronen Talmon CML 26 2 0 12 Oct 2021
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac Signals Xiang Lan Dianwen Ng linda Qiao Mengling Feng OOD 51 51 0 18 Sep 2021