Same Signal, Opposite Meaning: Direction-Informed Adaptive Learning for LLM Agents.

arXiv:2605.06908v2 Announce Type: replace-cross Abstract: Adaptive test-time compute for LLM agents aims to invoke extra computation only when it improves performance. Existing methods typically use confidence-, uncertainty-, or difficulty-based gates, assumin