FMS (2017)

• A fast algorithm for robust subspace recovery
• Based on nonconvex optimization by IRLS and least absolute deviations

WTL (2018)

• Generic theoretical result on nonconvex energy landscape for robust subspace recovery
• Geodesic gradient descent method

Overview of RSR (2018)

• A survey of existing methods in robust subspace recovery
• Compare advantages and disadvantages of methods, both theoretically and in practice
• Discussion of where field should go next