Adaptive Computation

The broader goal of dynamically allocating computation based on task difficulty, enabled by probe-guided early exit

Neighborhood — ranked by edge-count

concept

Probe-Guided Early Exit
associated_withimplements
Using activation probes to terminate CoT generation early when the model's belief is already stable, saving compute

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Evolutionary Computationframework0.803
attention computationconcept0.781
Process using Q, K, V to compute a heat map over K and weighted sum of V.
Adaptive Behaviorconcept0.779
Organism's belief-guided action selection that instantiates generative model and maintains phenotypic states
adaptive problem-solving capabilitiesconcept0.772
Property exhibited by the economy as a complex system, supporting its classification as a collective intelligence.
adaptationconcept0.769
The continuous adjustment of form to context, a hallmark of morphogenesis and the source of living order.
Evolutionary Algorithmsmethod0.754
Machine learning approach using evolutionary processes to generate and select designs, used to blur the designed vs. evolved distinction
Structure in computationconcept0.754
The actual computational operations a model performs, which the paper argues need not mirror representational structure
Complex Adaptive Systemsframework0.750
Theory by John Holland studying general conditions under which adaptation can occur.