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5 results for "datasets"
- ai · arxiv/cs.AI · 8 min
Trust-weighted SSL improves aerial image learning under corruption
Additive-residual trust weights boost self-supervised learning robustness when aerial images degrade, outperforming standard contrastive methods on benchmark datasets.
Apr 24, 2026 Read → - ai · arxiv/cs.LG · 6 min
Automating Dataset Creation with LLMs and Search Engines
Researchers propose ADC, a method to build large labeled datasets automatically using language models and web search, reducing manual annotation work and cost.
Apr 21, 2026 Read → - ai · arxiv/cs.AI · 4 min
LLM scripting brings petascale climate visualization to laptops
Researchers demonstrate a framework that lets domain scientists animate massive NASA climate datasets on commodity hardware using natural-language prompts instead of specialized graphics expertise.
Apr 17, 2026 Read → - ai · arxiv/cs.AI · 8 min
Automating Feature Preprocessing Beats Manual Tuning for Tabular ML
Study of 15 search algorithms on 45 datasets reveals evolution and random search outperform complex surrogate models for automated feature pipeline construction.
Apr 17, 2026 Read → - ai · arxiv/cs.LG · 3 min
Transformer models outperform CNNs in prostate MRI segmentation
SwinUNETR achieves 5-point Dice improvement over standard UNet when trained on mixed-reader datasets, suggesting transformer attention handles annotation variability better.
Apr 17, 2026 Read →