Common gating signals for adaptive LLM compute have unstable directions across settings, and DIAL learns per-setting utility directions from signal-agnostic counterfactuals to outperform fixed-direction baselines.
Resource-rational analysis: Understanding human cog- nition as the optimal use of limited computational resources.Behavioral and brain sciences
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Same Signal, Opposite Meaning: Direction-Informed Adaptive Learning for LLM Agents
Common gating signals for adaptive LLM compute have unstable directions across settings, and DIAL learns per-setting utility directions from signal-agnostic counterfactuals to outperform fixed-direction baselines.