An Energy-Based Mechanism for Compositional Behavior
Quick summary
arXiv:2512.04745v4 Announce Type: replace-cross Abstract: Flexible intelligence relies on the ability to reuse previously acquired behaviors and combine them differently as circumstances change. In biological and artificial systems, this ability is often attributed to gating mechanisms that determine how much each available behavior should contribute at a given time. Yet these gating rules, the dynamics that compute them, and the neural circuits that may implement them are usually introduced separately, leaving unclear whether they reflect a common underlying principle. Here, we show that they
Key takeaways
- arXiv:2512.04745v4 Announce Type: replace-cross Abstract: Flexible intelligence relies on the ability to reuse previously acquired behaviors and combine them differently as circumstances change.
- In biological and artificial systems, this ability is often attributed to gating mechanisms that determine how much each available behavior should contribute at a given time.
- Yet these gating rules, the dynamics that compute them, and the neural circuits that may implement them are usually introduced separately, leaving unclear whether they reflect a common underlying principle.
Why it matters
The importance of “An Energy-Based Mechanism for Compositional Behavior” will be measured by what changes in practice. User behavior, access conditions, verifiable performance and responsible-use outcomes are the signals worth following.
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