community
active
leiden_hybrid_concepts
label: haiku
community:leiden_hybrid_concepts-run4-c8-c8Free energy minimization in active inference
Unifies action and perception as dual aspects of variational free energy minimization, grounding adaptive behavior in a single thermodynamic principle.
4 members. Each node is clickable.
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Drawn from 4 sources
The papers/notes whose extracted claims & findings make up this cluster.
- Project Oberon: the design of an operating system and compiler1 member
- A Free energy principle for the brain (lecture summary)1 member
- koan-battery-section.md1 member
- Mechanistic Knobs in LLMs: Retrieving and Steering High-Order Semantic Features via Sparse Autoencoders1 member
Bridges (3)
Other communities that share members with this one — cross-cutting threads or papers that sit at the seam between two themes.
Claims (3)
- Acting to optimize value and perception are two aspects of exactly the same principle: minimization of free energy.Foundational claim unifying action and perception within single optimization framework.
- Concentrate on essential functions and omit embellishments.
- Forced-choice pairwise comparison with Elo conversion operationalizes Alexander's method and produces stable rankings across models.
Findings (1)
- Our method achieves superior performance compared to Contrastive Activation Addition.Performance gains over CAA in steering tasks.