Announcement_15

[AAAI 2026] Our paper “SHADOW: Dynamic-Aware Credit Assignment Against Long-Horizon Tasks” has been accepted to AAAI 2026. It improves credit assignment for long-horizon language-model agents through dynamics-aware state grouping and a local dynamic advantage estimator.