1. A Novel Machine Learning Approach to Identify COVID-19 Deaths Among Excess Deaths Reported to Non-COVID-19 Causes • Mathew Kiang , Stanford University; Andrew Stokes, Boston University.

2. Death Predictions from Social Determinants: Holistically and Precisely with Explainable AI • Jiani Yan , University of Oxford.

3. The EU Migration Flow Proportions by Age, Sex and Educational Attainment • Dilek Yildiz , International Institute for Applied Systems Analysis; Guy J. Abel, University Of Hong Kong.

4. Disaggregation of National Level Population Projections to Municipal Level Using a Neural Network Approach • Orlando Olaya Bucaro, International Institute for Applied Systems Analysis (IIASA); Andrea Tamburini , International Institute for Applied Systems Analysis; Erich Striessnig, University of Vienna; Claudio Bosco, Joint Research Centre European Commission.