3 papers
cs.LG2026
Weighted Bayesian Conformal Prediction
Xiayin Lou, Peng Luo
Machine learning predictors are rarely deployed on data that match the data they were calibrated on. Conformal prediction and its risk-control generalization promise distribution-f…
cs.AI2025
GeoEvolve: Automating Geospatial Model Discovery via Multi-Agent Large Language Models
Peng Luo, Xiayin Lou, Yu Zheng +2
Geospatial modeling provides critical solutions for pressing global challenges such as sustainability and climate change. Existing large language model (LLM)-based algorithm discov…
stat.ML2025
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction
Xiayin Lou, Peng Luo, Liqiu Meng
Spatial prediction is a fundamental task in geography. In recent years, with advances in geospatial artificial intelligence (GeoAI), numerous models have been developed to improve…