A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.
New method extends supervised learning for non-stationary control problems.
New framework finds periodic policies in reset-free MDPs with sublinear regret.
We study learning control in an online reset-free lifelong learning scenario, where mistakes can compound catastrophically into the future and the underlying dynamics of the environment may change. Traditional model-free policy learning methods have achieved successes in difficult tasks due to their broad flexibility, …
Optimal threshold resetting reduces search time for multiple diffusive searchers.