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method:dynamical-constraints-as-landscapes-attractorsDynamical Constraints as Landscapes (Attractors)
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- The invariant set of states to which a random dynamical system converges.
- Small regions in dynamical system state-space to which complex systems converge; cited from complexity theory as partial but insufficient explanation for living structure
- Mathematical and conceptual framework for modeling complex self-organizing systems; applied here to action and cognition.
- Constructive proposal: applies dynamical systems and nonequilibrium thermodynamics to action and intention (Chapters 7–13).
- The evolution of an agent's latent representations over the course of training, shown to align with reward improvement when causal emergence is high.
- Claim about broad impact of studying these dynamics