2 papers
cs.LG2026
Mechanistic Interpretability of Atmospheric Rivers in GraphCast
Madelyn Mathai, Timothy B. Higgins, Kevin M. Grise +2
While AI weather models now rival operational forecasts, how they represent the atmosphere internally remains an open question: feature attribution reveals which input patterns mat…
cs.CL2026
SynopticBench: Evaluating Vision-Language Models on Generating Weather Forecast Discussions of the Future
Timothy B. Higgins, Antonios Mamalakis, Chirag Agarwal
Recent advances in visual-language models (VLMs) have led to significant improvements in a plethora of complex multimodal tasks like image captioning, report generation, and visual…