New paper: symmetry as a common origin of hierarchical emergence and abstraction
mjdramstead · x · 2026-11-14
Fernando Rosas' team has published "Symmetry as a common origin of hierarchical emergence and abstraction." The paper shows how symmetry generates hierarchical macroscales and shapes the structure of Bayesian beliefs, making inference of high-dimensional systems tractable—offering a unified mathematical account of where emergence and abstraction come from.
More from Research
- How weight-space programming works in DSPy, explained — dbreunig · 2026-11-14
- BudgetAny family extends BudgetPix to image-to-3D with one checkpoint, multiple inference budgets — anand_bhattad · 2026-11-14
- SFT-ing small models for weight-space programming hits 99.8% on logit lens — lateinteraction · 2026-11-14
- Third-person self-talk regulates emotion without cognitive control, fMRI study shows — AnnaCiaunica · 2026-11-14
- PiHand: latent hand-object interaction priors cut dexterous-hand RL training data 10x — KyleMorgenstein · 2026-11-14
- MoE combine traffic cut from 16 to 8.25 bits per value via RHT + S2F6 quantization — snowclipsed · 2026-11-14