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5 results for "prediction"
- ai · arxiv/cs.AI · 8 min
Meta-predicates enforce evidence rules in clinical AI before deployment
A framework using domain-specific languages and epistemological type systems validates that clinical decision logic uses appropriate evidence sources, not just accurate predictions.
Apr 26, 2026 Read → - ai · arxiv/cs.AI · 8 min
Fairness in sequential ML requires accounting for unequal uncertainty
Lee et al. show how model, feedback, and prediction uncertainty compound disadvantage in online decision systems, and propose uncertainty-aware methods to reduce disparities.
Apr 24, 2026 Read → - 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 → - ai · arxiv/cs.LG · 3 min
Framework uses AI outputs as features, not proxies, for labeled data
Generative Augmented Inference treats LLM predictions as informative signals rather than direct substitutes, reducing human labeling needs by 75–90% across operations tasks.
Apr 17, 2026 Read →