TRIAGE Framework for Agentic Reinforcement Learning Credit Assignment
June 29, 2026
TRIAGE introduces a role-typed credit assignment method to improve reinforcement learning for agents. By using a structured judge to classify actions as decisive, exploratory, infrastructure, or regressive, it maps semantic roles to segment-level process rewards to overcome the limitations of uniform advantage signals in GRPO.
HOW THIS AFFECTS YOU
●
researcherYou can use this to better assign credit to specific agent actions during training, preventing the reinforcement of redundant actions.