2026
OmniField: Conditioned Neural Fields for Robust Multimodal Spatiotemporal Learning
ICLR 2026poster
Multimodal spatiotemporal learning on real-world experimental data is constrained by two challenges: within-modality measurements are sparse, irregular, and noisy (QA/QC artifacts) but cross-modally correlated; the set of available modalities varies across space and time, shrinking the usable record…