56 citations · 256 across the 37 of their papers we have counts for
5 papers · 1 filter
Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning
Sumedh A. Sontakke, Arash Mehrjou, Laurent Itti +1
Animals exhibit an innate ability to learn regularities of the world through interaction. By performing experiments in their environment, they are able to discern the causal factor…
Real-time Prediction of COVID-19 related Mortality using Electronic Health Records
Patrick Schwab, Arash Mehrjou, Sonali Parbhoo +5
Coronavirus Disease 2019 (COVID-19) is an emerging respiratory disease caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) with rapid human-to-human transmis…
Learning Dynamical Systems using Local Stability Priors
Arash Mehrjou, Andrea Iannelli, Bernhard Schölkopf
A coupled computational approach to simultaneously learn a vector field and the region of attraction of an equilibrium point from generated trajectories of the system is proposed.…
Artificial Buildings: Safety, Complexity and a Quantifiable Measure of Beauty
Arash Mehrjou
A place to live is one of the most crucial necessities for all living organisms since the advent of life on planet Earth. The nature of homes has changed considerably over time. At…
Neural Lyapunov Redesign
Arash Mehrjou, Mohammad Ghavamzadeh, Bernhard Schölkopf
Learning controllers merely based on a performance metric has been proven effective in many physical and non-physical tasks in both control theory and reinforcement learning. Howev…