Binarization of Representation Time Series

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

• Representational Timeframework0.777
  A new kind of time with past/present/future that co-originates with life, enabling memory, anticipation and learning.
• bidirectional relationship between representation and behavior geometryconcept0.748
  The finding that steering along M_h yields M_y behavior, and optimizing for M_y paths recovers M_h trajectories.
• Linear representationconcept0.743
  The idea that features are encoded as directions in activation space.
• Representational dynamicsconcept0.743
  The evolution of an agent's latent representations over the course of training, shown to align with reward improvement when causal emergence is high.
• Higher-Order Representationsconcept0.742
  Representations of one's own mental states; associated with consciousness in higher-order theories.
• Representational time might be a non-binary, gradual concept that switches on incrementally as systems become more self-referential and more alive.hypothesis0.740
  Proposed extension of the natural/representational time distinction to non-neural systems like gene-regulatory networks.
• There is a bidirectional relationship between the geometry of representation and behavior across tasks and modalities.claim0.740
  Author’s interpretive claim that the shared geometry is general and robust.
• concept representationconcept0.732
  How a neural network encodes a semantic concept internally, argued to be better captured by manifolds than by atomic features.