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(WIP) Exploring adaptive computation-type algorithms.

Started with Continuous Thought Machines' loss (and a "dense" version) on the toy parity task:

fig1_test_metrics

Methods to try:

  • Heuristic halting (convergence, confidence, etc.)
  • Halting heads (PonderNet, HRM (Q learning), TRM, etc)
  • "Emergent" halting (CTM's loss, etc)

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