Hard-parameter sharing (HPS)

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

• Task-sharing parameterconcept0.731
  Parameter shared across all tasks, typically the encoder.
• A single hyperparameter procedure driven by the intrinsic dictionary health audit transfers robustly across SleepFM, REVE, and LaBraM.finding0.693
  Demonstrates architecture-agnostic applicability of the SAE tuning method
• Stress sharing is an easy way to achieve robustness in collectives made up of homeostatic subunits.claim0.692
  Generalization of the model's implications.
• Stress-sharing populations reach anatomical targets faster than hardwired or non-sharing populations.finding0.690
  Populations with stress sharing discovered correct morphology by generation 500, vs non-sharing and hardwired (p≪0.01).
• Hyperparameter Grid Searchmethod0.675
  Exhaustive search over 312,130 subjective reward functions per environment to find best-performing agents
• The Hard Problem is likely unsolvable in 3rd person and should not stand as a barrier to progress.claim0.673
  Position that the Hard Problem should not halt applied sentience assessment.
• For 20x20 grid, stress-sharing population reached max phenotypic fitness by generation 100; hardwired reached max at generation 1000; without-sharing never reached maxfinding0.672
  Demonstrates benefit of stress sharing across smaller grid complexity.
• Task-specific parameterconcept0.668
  Parameter specific to each task, e.g., task head.