View: Task Completion is Low-Dimensional; RL Transfers "Dark Knowledge"
kalomaze · x · 2026-08-15
The author argues that task completion is a narrow, low-dimensional projection of the current state, not a broad compression of predictive saliency. They align with Geoffrey Hinton's intuition that distillation transfers "dark knowledge."
More from Research
- Anthropic Research: Patterns and Problems in Multiagent Systems — rseroter · 2026-08-15
- Low loss doesn't equal high success rate: robotics needs better metrics — mathildepapillo · 2026-08-15
- Replacing 32B with 4B/8B encoders in MiniMax H3 optimization tests — Fit_Ad7343 · 2026-08-15
- RibAssist 3D: Rib-fracture detection and 3D localization from CT projections — Kabila Haile Soboka · 2026-08-15
- Anima Anandkumar: AI Models Lack Understanding of the Physical World — AnimaAnandkumar · 2026-08-15
- BOSS: LLM-guided agents grow skill libraries to zero-shot solve long-horizon tasks — chris_j_paxton · 2026-08-15