Validate the EC p-star approximation on larger network instances
Validate the complexity advantage of the Effective Congestion p-star approximation on substantially larger network instances, to determine whether its reduced per-step evaluation cost remains effective beyond the evaluated topologies.
References
Validating this complexity advantage on substantially larger instances remains an open direction.
— From Prior-Guided Heuristics to Deployable Agents: Accelerating Demonstration-Driven Reinforcement Learning for Deadline-Constrained Network Control
(2609.03590 - Vitale et al., 3 Sep 2026) in Section Conclusions and Future Directions, immediately after the discussion of the p-star approximation