topological

This paper proposes Fed-Equilibrium, a federated learning framework that balances robustness and fairness in clinical networks using topological Pareto control to ensure minority nodes achieve convergence comparable to dominant hubs.

TopoExplore augments Go-Explore with topological detection of enclosed regions to avoid wasting budget on sealed areas, achieving speedups on MiniGrid and HM3D environments.