8 citations · 8 across the 8 of their papers we have counts for
3 papers · 1 filter
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine Learning
Hari Hara Suthan Chittoor, Paul Robert Griffin, Ariel Neufeld +2
Long-term time series forecasting (LTSF) involves predicting a large number of future values of a time series based on the past values. This is an essential task in a wide range of…
Markov-Nash equilibria in mean-field games under model uncertainty
Johannes Langner, Ariel Neufeld, Kyunghyun Park
We propose and analyze a framework for mean-field Markov games under model uncertainty. In this framework, a state-measure flow describing the collective behavior of a population a…
Numerical method for nonlinear Kolmogorov PDEs via sensitivity analysis
Daniel Bartl, Ariel Neufeld, Kyunghyun Park
We examine nonlinear Kolmogorov partial differential equations (PDEs). Here the nonlinear part of the PDE comes from its Hamiltonian where one maximizes over all possible drift and…