Tag
#representation
2 insights
- ai · arxiv/cs.AI · 8 min
Supervised Learning Has Built-In Geometric Blindness
Mathematical proof shows empirical risk minimization must preserve sensitivity to label-correlated but test-irrelevant features—a structural constraint, not a training bug.
Apr 24, 2026 Read → - ai · arxiv/cs.AI · 8 min
Latent geometry, not dynamics, limits world model fidelity
Research shows deterministic world cloning fails due to poor latent representations, not prediction errors. Geometric regularization fixes this.
Apr 22, 2026 Read →