Conformal Prediction for Spatially Dependent Data via Sequential Whitening

arXiv:2610.10168 · stat.ML, cs.LG, stat.AP, stat.ME · Submitted 2026-10-07 · Read on arXiv

stat.ML, cs.LG, stat.AP, stat.ME

Submitted: 2026-10-07

Updated: 2026-10-07

Code: https://github.com/ArkajyotiSaha/spatial-conformal-whitening

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Calibration — 177× in this paper · explained in 9 episodes
• Exchangeability — 17× in this paper · explained in 2 episodes
• Conformal Prediction — 16× in this paper · explained in 11 episodes
• Theoretical Guarantees — 2× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Empirical Coverage — 1× in this paper · explained in 2 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Nearest Neighbor Gaussian Process — 1× in this paper
• Robustness — 1× in this paper · explained in 6 episodes
• Uncertainty Quantification — 1× in this paper · explained in 9 episodes

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