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

arXiv:2605.06908 · cs.LG, cs.AI · Submitted 2026-05-07 · Read on arXiv

cs.LG, cs.AI

Submitted: 2026-05-07

Updated: 2026-10-25

Terminology

• Direction-Informed Adaptive Learning — 2× in this paper
• Calibration — 1× in this paper · explained in 9 episodes

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