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Decoder-only transformers are the backbone of the popular generative pre-trained transformer (GPT) series of large language models.
PhysioBank, PhysioToolkit, and PhysioNet
Ary L. Goldberger, Luis A. N. Amaral, Leon Glass, Jeffrey M. Hausdorff, Plamen Ch. Ivanov, Roger G. Mark, Joseph E. Mietus, George B. Moody, Chung-Kang Peng, and H. Eugene Stanley · 2000
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Multiparameter Respiratory Rate Estimation From the Photoplethysmogram
Walter Karlen et al · 2013
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Cuff-less High-Accuracy Calibration-Free Blood Pressure Estimation Using Pulse Transit Time
Mohamad Kachuee, Mohammad Mahdi Kiani, Hoda Mohammadzade, and Mahdi Shabany · 2015
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Toward a Robust Estimation of Respiratory Rate From Pulse Oximeters
Marco A. F. Pimentel et al · 2016
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MIMIC-III: A Freely Accessible Critical Care Database
Alistair E.W. Johnson, Tom J. Pollard, Lu Shen, Li-wei H. Lehman, Mengling Feng, Mohammad Ghassemi, Benjamin Moody, Peter Szolovits, Leo Anthony Celi, and Roger G. Mark · 2016
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Attention is All you Need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017
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Improving Language Understanding by Generative Pre-Training
Alec Radford and Karthik Narasimhan · 2018
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An Open Source Benchmarked Toolbox for Cardiovascular Waveform and Interval Analysis
Adriana N Vest, Giulia Da Poian, Qiao Li, Chengyu Liu, Shamim Nemati, Amit J Shah, and Gari D Clifford · 2018
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Multi-Scale Peak and Trough Detection Optimised for Periodic and Quasi-Periodic Neuroscience Data
Steven M. Bishop and Ari Ercole · 2018
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Comparison of Photoplethysmogram Measured from Wrist and Finger and the Effect of Measurement Location on Pulse Arrival Time
Satu Rajala, Harri Lindholm, and Tapio Taipalus · 2018
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Attention is not Explanation
Sarthak Jain and Byron C. Wallace · 2019
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Pytorch: An imperative style, high-performance deep learning library
Adam Paszke et al · 2019
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Mechanisms of Atrial Fibrillation
Rohan S. Wijesurendra and Barbara Casadei · 2019
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Language Models are Few-Shot Learners
Tom B. Brown et al · 2020
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Classification of 12-Lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020
Erick A Perez Alday, Annie Gu, Amit J Shah, Chad Robichaux, An-Kwok Ian Wong, Chengyu Liu, Feifei Liu, Ali Bahrami Rad, Andoni Elola, Salman Seyedi, Qiao Li, Ashish Sharma, Gari D Clifford, and Matthew A Reyna · 2020
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Bed-based ballistocardiography dataset
Charles Carlson et al · 2020
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Wearable In-Ear PPG: Detailed Respiratory Variations Enable Classification of COPD
Harry J. Davies, Patrik Bachtiger, Ian Williams, Philip L. Molyneaux, Nicholas S. Peters, and Danilo Mandic · 2022
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Detecting Beats in the Photoplethysmogram: Benchmarking Open-Source Algorithms
Peter H Charlton, Kevin Kotzen, Elisa Mejía-Mejía, Philip J Aston, Karthik Budidha, Jonathan Mant, Callum Pettit, Joachim A Behar, and Panicos A Kyriacou · 2022
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Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting
Shizhan Liu, Hang Yu, Cong Liao, Jianguo Li, Weiyao Lin, Alex X. Liu, and Schahram Dustdar · 2022
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The 2023 Wearable Photoplethysmography Roadmap
Peter H Charlton et al · 2023
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Explainability for Large Language Models: A Survey
Haiyan Zhao, Hanjie Chen, Fan Yang, Ninghao Liu, Huiqi Deng, Hengyi Cai, Shuaiqiang Wang, Dawei Yin, and Mengnan Du · 2023
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In-Ear SpO2: A Tool for Wearable, Unobtrusive Monitoring of Core Blood Oxygen Saturation
Harry J. Davies, Ian Williams, Nicholas S. Peters, and Danilo P. Mandic · 2020
Cited alongside, same era.
Origins of ECG and Evolution of Automated DSP Techniques: A Review
Neha Arora and Biswajit Mishra · 2021
Cited alongside, same era.
The Deep-Match Framework: R-Peak Detection in Ear-ECG
Harry J. Davies, Ghena Hammour, Marek Zylinski, Amir Nassibi, Ljubiša Stanković, and Danilo P. Mandic · 2021
Cited alongside, same era.
Bed-Based Ballistocardiography: Dataset and Ability to Track Cardiovascular Parameters
Charles Carlson, Vanessa-Rose Turpin, Ahmad Suliman, Carl Ade, Steve Warren, and David E. Thompson · 2021
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nanoGPT Video Lecture
Andrej Karpathy · 2023
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GPT-4 Technical Report
OpenAI · 2024
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A Decoder-Only Foundation Model for Time-Series Forecasting
Abhimanyu Das, Weihao Kong, Rajat Sen, and Yichen Zhou · 2024
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Segmented Error Minimisation (SEMI) for Robust Training of Deep Learning Models with Non-Linear Shifts in Reference Data
Harry J. Davies, Yuyang Miao, Amir Nassibi, Morteza Khaleghimeybodi, and Danilo P. Mandic · 2024
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