1. Energy Optimization
  2. Planning
  3. Reasoning

Energy Optimization

  • probability function verifier over space of generations
  • contrastive loss
  • diffusion models

Composing Different Energy Functions at Prediction Time

  • independent factors
  • product, mixture subtraction

Planning

  • planning with energy minimization
  • trajectory energy function, cost function (optimize over both?)
  • combining models across domain (language, video, egocentric)
  • use video language planning as the search

Reasoning

  • finding a solution x which minimize an energy function
  • multi verifiers, compare overall energy function to determine correct
    • test against 1 over N security breaking

Boundaries of stitching chunk