What Are The Bidirectional Relationships Between Multiscale Intelligence

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• There is a bidirectional relationship between the geometry of representation and behavior across tasks and modalities.claim0.800
  Author’s interpretive claim that the shared geometry is general and robust.
• bidirectional relationship between representation and behavior geometryconcept0.783
  The finding that steering along M_h yields M_y behavior, and optimizing for M_y paths recovers M_h trajectories.
• What Are The Implications Of Multiscale Cellular Intelligencequestion0.768
• How do we establish bidirectional causal relationships between neural systems?question0.767
  Motivates the bidirectional design of MAS over unidirectional model stitching.
• Degree of intelligence is proportional to maximum spatiotemporal scale of goals an agent can representclaim0.756
• How Will Creatures In Multidimensional Cognitive Space Relatequestion0.750
• There exists a bidirectional relationship between the geometry of neural representation and the geometry of model behaviorclaim0.748
  Central empirical claim of the paper, demonstrated across tasks and modalities
• Multiscale systemsconcept0.747
  Systems prevalent in biology that can organize into complex patterns; architecture supports long-range coherence.