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3 results for "regularization"
- ai · arxiv/cs.LG · 8 min
Simple graph models match deep learning for molecular prediction
Classical topological indices enhanced with regularization and ensemble methods outperform neural networks on molecular property benchmarks without GPU requirements.
Apr 23, 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 → - engineering · arxiv/cs.LG · 4 min
Hybrid PINNs: Finite-Difference Regularization for Physics Solvers
Adding weak finite-difference gradient penalties to physics-informed neural networks improves boundary accuracy without replacing automatic-differentiation residuals.
Apr 17, 2026 Read →