Generalized Advantage Estimation (GAE λ-return)

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

• Genetic Algorithm (GA)method0.717
  Evolutionary search process used to evolve populations of embryos.
• EI and normalized EI could serve as a unified metric for out-of-distribution generalization.claim0.716
  Conjecture that maximizing EI yields causal representations invariant to distribution shifts.
• Geometric Loss Strategy (GLS)method0.708
  Minimizes the geometric mean loss.
• Gulf of Evaluationconcept0.704
• Natural exploration-exploitation trade-offs emerge automatically from expected free energy minimization without hyperparameter tuning.claim0.688
  Active inference achieves Bayes-optimal arbitration between exploration and exploitation without handcrafted mechanisms like ε-greedy.
• The results generalise readily to non-equilibrium systems where scaling relationships remain similar (e.g., dynamic or localised scaling).claim0.686
  Claim about broader applicability of the scaling argument
• Any system that persists must minimise surprisal, thereby gathering evidence for its own generative model.quote0.684
  Opening sentence defining self-evidencing.
• GED model (growth, exchange, and distribution)framework0.682
  Mean-field theory model describing phase transitions in wealth distribution with economic growth.