Multitask learning and benchmarking with clinical time series data

22 March 2017

Papers citing "Multitask learning and benchmarking with clinical time series data"

50 / 309 papers shown

Title
RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Bowen Jin M. D. Wang Joyce C. Ho Carl Yang 35 8 0 25 Feb 2024
ED-Copilot: Reduce Emergency Department Wait Time with Language Model Diagnostic Assistance Liwen Sun Abhineet Agarwal Aaron E. Kornblith Bin-Xia Yu Chenyan Xiong 59 4 0 21 Feb 2024
Multimodal Fusion of EHR in Structures and Semantics: Integrating Clinical Records and Notes with Hypergraph and LLM Hejie Cui Xinyu Fang Ran Xu Xuan Kan Joyce C. Ho Carl Yang 35 8 0 19 Feb 2024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion Xing Han Huy Nguyen Carl Harris Nhat Ho Suchi Saria MoE 77 16 0 05 Feb 2024
Efficient Observation Time Window Segmentation for Administrative Data Machine Learning Musa Taib G. Messier OOD AI4TS 33 0 0 29 Jan 2024
Benchmarking with MIMIC-IV, an irregular, spare clinical time series dataset Hung Bui Harikrishna Warrier Yogesh Gupta 27 1 0 27 Jan 2024
Inadequacy of common stochastic neural networks for reliable clinical decision support Adrian Lindenmeyer Malte Blattmann S. Franke Thomas Neumuth Daniel Schneider BDL 35 1 0 24 Jan 2024
A Closer Look at AUROC and AUPRC under Class Imbalance Matthew B. A. McDermott Lasse Hyldig Hansen Haoran Zhang Giovanni Angelotti Jack Gallifant 39 30 0 11 Jan 2024
Evaluating Fairness in Self-supervised and Supervised Models for Sequential Data Sofia Yfantidou Dimitris Spathis Marios Constantinides Athena Vakali Daniele Quercia F. Kawsar 55 2 0 03 Jan 2024
XAI for In-hospital Mortality Prediction via Multimodal ICU Data Xingqiao Li Jindong Gu Zhiyong Wang Yancheng Yuan Bo Du Fengxiang He 38 2 0 29 Dec 2023
Knowledge Enhanced Conditional Imputation for Healthcare Time-series Linglong Qian Zina Ibrahim Hugh Logan Ellis Ao Zhang Yuezhou Zhang Tao Wang Richard J. B. Dobson AI4TS 34 2 0 27 Dec 2023
Predict and Interpret Health Risk using EHR through Typical Patients Zhihao Yu Chaohe Zhang Yasha Wang Wen Tang Jiangtao Wang Liantao Ma 13 4 0 18 Dec 2023
Benchmarking Distribution Shift in Tabular Data with TableShift Josh Gardner Zoran Popovic Ludwig Schmidt OOD 24 33 0 10 Dec 2023
Multimodal Clinical Benchmark for Emergency Care (MC-BEC): A Comprehensive Benchmark for Evaluating Foundation Models in Emergency Medicine Emma Chen Aman Kansal Julie Chen B. Jin Julia Rachel Reisler David A Kim Pranav Rajpurkar 43 14 0 07 Nov 2023
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Samuel Dooley Gurnoor Singh Khurana Chirag Mohapatra Siddartha Naidu Colin White AI4TS 86 59 0 03 Nov 2023
Language Model Training Paradigms for Clinical Feature Embeddings Yurong Hu Manuel Burger Gunnar Rätsch Rita Kuznetsova 39 0 0 01 Nov 2023
Self Attention with Temporal Prior: Can We Learn More from Arrow of Time? Kyung Geun Kim Byeong Tak Lee AI4TS 19 0 0 29 Oct 2023
Clairvoyance: A Pipeline Toolkit for Medical Time Series Daniel Jarrett Jinsung Yoon Ioana Bica Zhaozhi Qian A. Ercole M. Schaar AI4TS 29 35 0 28 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 40 118 0 16 Oct 2023
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Hui Cai Xiang Zhang Xiaofeng Liu AI4TS 33 0 0 13 Oct 2023
Self-supervised Representation Learning From Random Data Projectors Yi Sui Tongzi Wu Jesse C. Cresswell Ga Wu George Stein Xiao Shi Huang Xiaochen Zhang M. Volkovs 32 10 0 11 Oct 2023
Domain-invariant Clinical Representation Learning by Bridging Data Distribution Shift across EMR Datasets Zhongji Zhang Yuhang Wang Yinghao Zhu Xinyu Ma Tianlong Wang Chaohe Zhang Yasha Wang Liantao Ma Xiaoyun Zhang Ling Wang OOD 30 1 0 11 Oct 2023
Learning and DiSentangling Patient Static Information from Time-series Electronic HEalth Record (STEER) Wei-Duen Liao J. Voldman OOD CML 9 0 0 20 Sep 2023
PAITS: Pretraining and Augmentation for Irregularly-Sampled Time Series Nicasia Beebe-Wang Sayna Ebrahimi Jinsung Yoon Sercan Ö. Arik Tomas Pfister AI4TS 26 3 0 25 Aug 2023
Hypergraph Convolutional Networks for Fine-grained ICU Patient Similarity Analysis and Risk Prediction Yuxi Liu Zhenhao Zhang S. Qin Flora D. Salim Antonio Jimeno Yepes Jun Shen Jiang Bian 35 2 0 24 Aug 2023
Contrastive Learning-based Imputation-Prediction Networks for In-hospital Mortality Risk Modeling using EHRs Yuxi Liu Zhenhao Zhang S. Qin Flora D. Salim Antonio Jimeno Yepes 38 6 0 19 Aug 2023
Probabilistic Imputation for Time-series Classification with Missing Data Seunghyun Kim Hyunsung Kim Eunggu Yun Hwa-Kyung Lee Jaehun Lee Juho Lee AI4TS 41 14 0 13 Aug 2023
Updating Clinical Risk Stratification Models Using Rank-Based Compatibility: Approaches for Evaluating and Optimizing Clinician-Model Team Performance Erkin Ötleş B. Denton Jenna Wiens 26 1 0 10 Aug 2023
Multitask Learning with No Regret: from Improved Confidence Bounds to Active Learning Pier Giuseppe Sessa Pierre Laforgue Nicolò Cesa-Bianchi Andreas Krause 21 2 0 03 Aug 2023
Bipartite Ranking Fairness through a Model Agnostic Ordering Adjustment Sen Cui Weishen Pan Changshui Zhang Fei Wang 17 10 0 27 Jul 2023
Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series Aniruddh Raghu P. Chandak Ridwan Alam John Guttag Collin M. Stultz AI4TS 25 13 0 20 Jul 2023
Multi-modal Graph Learning over UMLS Knowledge Graphs Manuel Burger Gunnar Rätsch Rita Kuznetsova 16 2 0 10 Jul 2023
EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models Michael Wornow Rahul Thapa E. Steinberg Jason Alan Fries N. Shah VLM OOD AI4MH 31 37 0 05 Jul 2023
Diagnosis Uncertain Models For Medical Risk Prediction A. Peysakhovich Rich Caruana Y. Aphinyanaphongs 21 0 0 29 Jun 2023
Length of Stay prediction for Hospital Management using Domain Adaptation Lyse Naomi Wamba Momo Nyalleng Moorosi E. Nsoesie F. Rademakers B. De Moor OOD 12 1 0 29 Jun 2023
Event Stream GPT: A Data Pre-processing and Modeling Library for Generative, Pre-trained Transformers over Continuous-time Sequences of Complex Events Matthew B. A. McDermott Bret A. Nestor Peniel Argaw I. Kohane AI4TS 32 21 0 20 Jun 2023
Probabilistic Learning of Multivariate Time Series with Temporal Irregularity Yijun Li Cheuk Hang Leung Qi Wu AI4TS 26 1 0 15 Jun 2023
Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series Jiawen Zhang Shun Zheng Wei Cao Jiang Bian Jia Li AI4TS 32 26 0 14 Jun 2023
Temporal-spatial Correlation Attention Network for Clinical Data Analysis in Intensive Care Unit Weizhi Nie Yu-Yi Yu Chen Zhang Dan Song Lina Zhao Yunru Bai 32 7 0 03 Jun 2023
DynaShare: Task and Instance Conditioned Parameter Sharing for Multi-Task Learning E. Rahimian Golara Javadi Frederick Tung Gabriel L. Oliveira MoE 27 2 0 26 May 2023
A Framework for Incentivized Collaborative Learning Xinran Wang Qi Le Ahmad Faraz Khan Jie Ding A. Anwar FedML 37 4 0 26 May 2023
LANISTR: Multimodal Learning from Structured and Unstructured Data Sayna Ebrahimi Sercan Ö. Arik Yihe Dong Tomas Pfister 20 4 0 26 May 2023
GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs Pengcheng Jiang Cao Xiao Adam Cross Jimeng Sun AI4MH 31 21 0 22 May 2023
Transferring Fairness using Multi-Task Learning with Limited Demographic Information Carlos Alejandro Aguirre Mark Dredze 35 0 0 22 May 2023
Evaluating the Impact of Social Determinants on Health Prediction in the Intensive Care Unit M. Yang Gloria Hyunjung Kwak Tom Pollard Leo Anthony Celi Marzyeh Ghassemi 24 10 0 22 May 2023
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and Regression Xuesong Ye Jun Wu Chengjie Mou Weina Dai 27 12 0 19 May 2023
Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning Methods Raphael Poulain Mirza Farhan Bin Tarek Rahmatollah Beheshti FedML 23 20 0 19 May 2023
Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation Learning Nayeon Kim Yinhua Piao Sun Kim 18 4 0 16 May 2023
IVP-VAE: Modeling EHR Time Series with Initial Value Problem Solvers Jing Xiao Leonie Basso Wolfgang Nejdl Niloy Ganguly Sandipan Sikdar AI4TS 31 3 0 11 May 2023
Medical records condensation: a roadmap towards healthcare data democratisation Yujiang Wang A. Thakur Mingzhi Dong Pingchuan Ma Stavros Petridis Li Shang T. Zhu David A. Clifton MedIm 25 1 0 05 May 2023