concept
active
concept:intrinsic-learning-signalIntrinsic Learning Signal
The pain-belief component serves as a dynamic intrinsic motivation for exploration beyond external reward
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Concepts (2)
concept
- Pain-Beliefassociated_withThe latent state inferred by the agent representing its belief about being in pain, used as exploration signal
- The property of the pain-belief signal that adapts to environmental changes rather than providing a fixed exploration bonus
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- The biological inspiration for the paper's introspective signal; pain encodes internal evaluations guiding agents through environments
- Value derived from information gain; comprises salience and novelty.
- Field of research integrating reward learning and optimization; shown to be unified with perceptual learning via free energy principle.
- Reflection level where a model spontaneously revises reasoning without explicit trigger instructions.
- Inference of parameters encoding contingencies of the world (e.g., likelihood matrix A) at slower timescale than perception.
- The paper's own framework identifying signed evaluative computation with phenomenal valence in learning systems
- The drive to explore arising from epistemic value, independent of extrinsic reward, naturally emerging in active inference.
- Process of inferring causes of sensory information; unified with value learning as integral aspects of free energy minimization.