The COVID-19 Forecast Hub Community

All data scientists and research teams with models that predict the course of the COVID-19 pandemic are welcome to submit their models to the COVID-19 Forecast Hub. Below are the models that have contributed to the Hub.

UMass-Amherst

The UMass-gbq model has 60 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
Website Forecast data

UT

The UT-Osiris model has 95 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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MOBS Lab at Northeastern

The MOBS-GLEAM_COVID model has 198 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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Masaryk University

The MUNI-ARIMA model has 128 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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COVID-19 Forecast Hub

The COVIDhub-baseline model has 245 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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CEPH Lab at Indiana University

The CEPH-Rtrend_covid model has 60 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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Srivastava Group

The SGroup-RandomForest model has 46 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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COVIDhub_CDC

The COVIDhub_CDC-ensemble model has 198 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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Carnegie Mellon Delphi Group

The CMU-TimeSeries model has 160 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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One Health Trust and Johns Hopkins University

The OHT_JHU-nbxd model has 2 submitted forecasts.
Most recent forecast on Monday, 29 January 2024.
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Predictive Science

The PSI-DICE model has 101 submitted forecasts.
Most recent forecast on Sunday, 28 January 2024.
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Johns Hopkins ID Dynamics COVID-19 Working Group

The JHU_IDD-CovidSP model has 163 submitted forecasts.
Most recent forecast on Sunday, 28 January 2024.
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One Health Trust

The OHT-nbx model has 4 submitted forecasts.
Most recent forecast on Monday, 15 January 2024.
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Johns Hopkins University Applied Physics Lab, Testing and Diagnostic Working Group

The JHUAPLTDWG-ICATTML model has 21 submitted forecasts.
Most recent forecast on Monday, 10 July 2023.
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GT

The GT-DeepCOVID model has 162 submitted forecasts.
Most recent forecast on Monday, 12 June 2023.
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CUB_PopCouncil

The CUB_PopCouncil-SLSTM model has 66 submitted forecasts.
Most recent forecast on Saturday, 10 June 2023.
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University of Virginia, Biocomplexity COVID-19 Response Team

The UVA-Ensemble model has 142 submitted forecasts.
Most recent forecast on Monday, 15 May 2023.
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Hussain Lab at Texas Tech University

The TTU-squider model has 132 submitted forecasts.
Most recent forecast on Sunday, 19 March 2023.
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University of Georgia Center for the Ecology of Infectious Diseases Forecasting Working Group

The CEID-Walk model has 95 submitted forecasts.
Most recent forecast on Monday, 13 March 2023.
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Potomac Research and University of Maryland

The PR_UMD-CF_RepTiLe model has 22 submitted forecasts.
Most recent forecast on Monday, 06 March 2023.
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Predictive Science Inc

The PSI-DRAFT model has 149 submitted forecasts.
Most recent forecast on Monday, 06 March 2023.
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IDSS COVID-19 Collaboration (Isolat) at MIT

The MIT_ISOLAT-Mixtures model has 108 submitted forecasts.
Most recent forecast on Monday, 06 March 2023.
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Microsoft

The Microsoft-DeepSTIA model has 104 submitted forecasts.
Most recent forecast on Monday, 06 March 2023.
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AIMdyn

The AIMdyn-SlidingKoopman model has 7 submitted forecasts.
Most recent forecast on Monday, 06 March 2023.
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MIT-Cassandra

The MIT-Cassandra model has 91 submitted forecasts.
Most recent forecast on Monday, 06 March 2023.
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Columbia University

The CU-select model has 181 submitted forecasts.
Most recent forecast on Sunday, 05 March 2023.
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BPagano

The BPagano-RtDriven model has 131 submitted forecasts.
Most recent forecast on Sunday, 05 March 2023.
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AMM

The AMM-EpiInvert model has 30 submitted forecasts.
Most recent forecast on Monday, 20 February 2023.
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HKUST

The HKUST-DNN model has 88 submitted forecasts.
Most recent forecast on Monday, 20 February 2023.
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UCSD_NEU

The UCSD_NEU-DeepGLEAM model has 120 submitted forecasts.
Most recent forecast on Monday, 20 February 2023.
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Karlen Working Group

The Karlen-pypm model has 128 submitted forecasts.
Most recent forecast on Sunday, 19 February 2023.
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University of Southern California

The USC-SI_kJalpha model has 167 submitted forecasts.
Most recent forecast on Sunday, 19 February 2023.
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CU Boulder

The CUBoulder-COVIDLSTM model has 68 submitted forecasts.
Most recent forecast on Sunday, 12 February 2023.
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Swiss Data Science Center / University of Geneva

The SDSC_ISG-TrendModel model has 109 submitted forecasts.
Most recent forecast on Sunday, 05 February 2023.
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Institute for Health Metrics and Evaluation

The IHME-CurveFit model has 95 submitted forecasts.
Most recent forecast on Friday, 16 December 2022.
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KITmetricslab

The KITmetricslab-select_ensemble model has 83 submitted forecasts.
Most recent forecast on Monday, 12 December 2022.
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University of Central Florida

The UCF-AEM model has 97 submitted forecasts.
Most recent forecast on Sunday, 27 November 2022.
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LUcompUncertLab

The LUcompUncertLab-VAR_3streams model has 32 submitted forecasts.
Most recent forecast on Monday, 21 November 2022.
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QJHong

The QJHong-Encounter model has 124 submitted forecasts.
Most recent forecast on Monday, 07 November 2022.
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Robert Walraven

The RobertWalraven-ESG model has 129 submitted forecasts.
Most recent forecast on Monday, 26 September 2022.
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Johns Hopkins University Applied Physics Lab

The JHUAPL-Bucky model has 105 submitted forecasts.
Most recent forecast on Monday, 29 August 2022.
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JHUAPL

The JHUAPL-SLPHospEns model has 81 submitted forecasts.
Most recent forecast on Monday, 29 August 2022.
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CovidAnalytics at MIT

The CovidAnalytics-DELPHI model has 117 submitted forecasts.
Most recent forecast on Monday, 11 July 2022.
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Steve McConnell

The SteveMcConnell-CovidComplete model has 103 submitted forecasts.
Most recent forecast on Monday, 20 June 2022.
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Los Alamos National Lab and Northern Arizona University

The LosAlamos_NAU-CModel_SDVaxVar model has 30 submitted forecasts.
Most recent forecast on Monday, 20 June 2022.
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JBUD

The JBUD-HMXK model has 26 submitted forecasts.
Most recent forecast on Sunday, 05 June 2022.
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UCLA Statistical Machine Learning Lab

The UCLA-SuEIR model has 81 submitted forecasts.
Most recent forecast on Sunday, 05 June 2022.
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MIT-CriticalData

The MIT_CritData-GBCF model has 89 submitted forecasts.
Most recent forecast on Sunday, 05 June 2022.
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Discrete Dynamical Systems

The DDS-NBDS model has 94 submitted forecasts.
Most recent forecast on Monday, 16 May 2022.
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prolix

The prolix-euclidean model has 68 submitted forecasts.
Most recent forecast on Monday, 16 May 2022.
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Federal Reserve Bank of San Francisco/Wilson

The FRBSF_Wilson-Econometric model has 60 submitted forecasts.
Most recent forecast on Monday, 09 May 2022.
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CWRU

The CWRU-COVID_19Predict model has 22 submitted forecasts.
Most recent forecast on Sunday, 08 May 2022.
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AIpert.org team

The AIpert-pwllnod model has 68 submitted forecasts.
Most recent forecast on Monday, 02 May 2022.
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The University of Michigan

The UMich-RidgeTfReg model has 89 submitted forecasts.
Most recent forecast on Monday, 25 April 2022.
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UT_GISAG

The UT_GISAG-SPDM model has 26 submitted forecasts.
Most recent forecast on Monday, 18 April 2022.
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IEM MED

The IEM_MED-CovidProject model has 71 submitted forecasts.
Most recent forecast on Monday, 28 March 2022.
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EpiForecasts group at the London School of Hygiene & Tropical Medicine

The epiforecasts-ensemble1 model has 92 submitted forecasts.
Most recent forecast on Monday, 07 March 2022.
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COVID-19 Simulator

The Covid19Sim-Simulator model has 68 submitted forecasts.
Most recent forecast on Sunday, 06 March 2022.
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Johns Hopkins Center for Systems Science and Engineering

The JHU_CSSE-DECOM model has 74 submitted forecasts.
Most recent forecast on Sunday, 06 March 2022.
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JHU_UNC_GAS

The JHU_UNC_GAS-StatMechPool model has 56 submitted forecasts.
Most recent forecast on Sunday, 13 February 2022.
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NCSU

The NCSU-COVSIM model has 1 submitted forecasts.
Most recent forecast on Sunday, 23 January 2022.
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Facebook AI Research

The FAIR-NRAR model has 304 submitted forecasts.
Most recent forecast on Tuesday, 04 January 2022.
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Pandemic Central (itsonit.com)

The PandemicCentral-COVIDForest model has 37 submitted forecasts.
Most recent forecast on Sunday, 02 January 2022.
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FDANIHASU

The FDANIHASU-Sweight model has 37 submitted forecasts.
Most recent forecast on Monday, 27 December 2021.
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University of Chicago, Chattopadhyay Lab

The UChicagoCHATTOPADHYAY-UnIT model has 49 submitted forecasts.
Most recent forecast on Sunday, 26 December 2021.
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Google Cloud AI

The Google_Harvard-CPF model has 69 submitted forecasts.
Most recent forecast on Sunday, 19 December 2021.
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University of Arizona

The UA-EpiCovDA model has 76 submitted forecasts.
Most recent forecast on Monday, 11 October 2021.
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Los Alamos National Labs

The LANL-GrowthRate model has 142 submitted forecasts.
Most recent forecast on Monday, 27 September 2021.
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University of California Merced MESA Lab

The UCM_MESALab-FoGSEIR model has 60 submitted forecasts.
Most recent forecast on Sunday, 05 September 2021.
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USF-STPM

The USF-STPM model has 1 submitted forecasts.
Most recent forecast on Monday, 16 August 2021.
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Columbia_UNC

The Columbia_UNC-SurvCon model has 61 submitted forecasts.
Most recent forecast on Sunday, 15 August 2021.
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Oliver Wyman

The OliverWyman-Navigator model has 60 submitted forecasts.
Most recent forecast on Sunday, 20 June 2021.
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LockNQuay

The LNQ-ens1 model has 48 submitted forecasts.
Most recent forecast on Sunday, 06 June 2021.
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SUNY Upstate and SU Covid-19 Prediction Team

The UpstateSU-GRU model has 21 submitted forecasts.
Most recent forecast on Monday, 24 May 2021.
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Institute of Business Forecasting

The IBF-TimeSeries model has 36 submitted forecasts.
Most recent forecast on Monday, 17 May 2021.
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IUPUI CIS

The IUPUI-HkPrMobiDyR model has 10 submitted forecasts.
Most recent forecast on Monday, 17 May 2021.
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UT-Austin COVID-19 Consortium

The UT-Mobility model has 39 submitted forecasts.
Most recent forecast on Monday, 26 April 2021.
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Iowa State - Lily Wang's Research Group

The IowaStateLW-STEM model has 51 submitted forecasts.
Most recent forecast on Sunday, 25 April 2021.
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COVID Alliance at MIT

The MITCovAlliance-SIR model has 24 submitted forecasts.
Most recent forecast on Monday, 19 April 2021.
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Georgia Institute of Technology Center for Health and Humanitarian Systems

The GT_CHHS-COVID19 model has 27 submitted forecasts.
Most recent forecast on Saturday, 17 April 2021.
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Signature Science FOCUS

The SigSci-TS model has 14 submitted forecasts.
Most recent forecast on Monday, 12 April 2021.
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Caltech CS156

The Caltech-CS156 model has 21 submitted forecasts.
Most recent forecast on Sunday, 11 April 2021.
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Walmart Labs Data Science Team

The WalmartLabsML-LogForecasting model has 31 submitted forecasts.
Most recent forecast on Sunday, 04 April 2021.
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RPI and UW

The RPI_UW-Mob_Collision model has 36 submitted forecasts.
Most recent forecast on Sunday, 28 March 2021.
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NotreDame-FRED

The NotreDame-FRED model has 36 submitted forecasts.
Most recent forecast on Monday, 08 March 2021.
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OneQuietNight

The OneQuietNight-ML model has 16 submitted forecasts.
Most recent forecast on Sunday, 07 March 2021.
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UCSB

The UCSB-ACTS model has 15 submitted forecasts.
Most recent forecast on Sunday, 24 January 2021.
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Wadhwani AI Covid Data Science Team

The Wadhwani_AI-BayesOpt model has 5 submitted forecasts.
Most recent forecast on Monday, 04 January 2021.
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John Burant (JCB)

The JCB-PRM model has 24 submitted forecasts.
Most recent forecast on Monday, 28 December 2020.
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NotreDame-mobility

The NotreDame-mobility model has 28 submitted forecasts.
Most recent forecast on Monday, 14 December 2020.
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IQVIA ACOE

The IQVIA_ACOE-STAN model has 16 submitted forecasts.
Most recent forecast on Sunday, 13 December 2020.
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US Army Engineer Research and Development Center

The USACE-ERDC_SEIR model has 45 submitted forecasts.
Most recent forecast on Monday, 07 December 2020.
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MSRA

The MSRA-DeepST model has 10 submitted forecasts.
Most recent forecast on Monday, 07 December 2020.
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Berkeley Yu Group

The Yu_Group-CLEP model has 9 submitted forecasts.
Most recent forecast on Tuesday, 17 November 2020.
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University of Southern California Data Science Lab

The USC-SI_kJalpha_RF model has 4 submitted forecasts.
Most recent forecast on Sunday, 08 November 2020.
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STH

The STH-3PU model has 85 submitted forecasts.
Most recent forecast on Sunday, 01 November 2020.
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Youyang Gu (YYG)

The YYG-ParamSearch model has 177 submitted forecasts.
Most recent forecast on Monday, 05 October 2020.
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Auquan Data Science

The Auquan-SEIR model has 15 submitted forecasts.
Most recent forecast on Monday, 24 August 2020.
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Center for Disease Dynamics, Economics & Policy

The CDDEP-SEIR_MCMC model has 7 submitted forecasts.
Most recent forecast on Sunday, 16 August 2020.
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CovidActNow

The CovidActNow-SEIR_CAN model has 6 submitted forecasts.
Most recent forecast on Sunday, 05 July 2020.
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Snyder Wilson Consulting

The SWC-TerminusCM model has 6 submitted forecasts.
Most recent forecast on Monday, 29 June 2020.
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Imperial

The Imperial-ensemble1 model has 16 submitted forecasts.
Most recent forecast on Sunday, 28 June 2020.
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Collaborative team of Iowa State and Peking University

The ISUandPKU-vSEIdR model has 8 submitted forecasts.
Most recent forecast on Monday, 15 June 2020.
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University of Chicago

The UChicago-CovidIL model has 3 submitted forecasts.
Most recent forecast on Monday, 18 May 2020.
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Quantori modeling

The Quantori-Multiagents model has 1 submitted forecasts.
Most recent forecast on Friday, 08 May 2020.
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UMass-Amherst Influenza Forecasting Center of Excellence

The UMass-ExpertCrowd model has 2 submitted forecasts.
Most recent forecast on Monday, 20 April 2020.
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