140 citations · 170 across the 5 of their papers we have counts for
5 papers
HEAL-ViT: Vision Transformers on a spherical mesh for medium-range weather forecasting
Vivek Ramavajjala
In recent years, a variety of ML architectures and techniques have seen success in producing skillful medium range weather forecasts. In particular, Vision Transformer (ViT)-based…
Learning to forecast diagnostic parameters using pre-trained weather embedding
Peetak P. Mitra, Vivek Ramavajjala
Data-driven weather prediction (DDWP) models are increasingly becoming popular for weather forecasting. However, while operational weather forecasts predict a wide variety of weath…
Verification against in-situ observations for Data-Driven Weather Prediction
Vivek Ramavajjala, Peetak P. Mitra
Data-driven weather prediction models (DDWPs) have made rapid strides in recent years, demonstrating an ability to approximate Numerical Weather Prediction (NWP) models to a high d…
Neural Graph Machines: Learning Neural Networks Using Graphs
Thang D. Bui, Sujith Ravi, Vivek Ramavajjala
Label propagation is a powerful and flexible semi-supervised learning technique on graphs. Neural networks, on the other hand, have proven track records in many supervised learning…
Smart Reply: Automated Response Suggestion for Email
Anjuli Kannan, Karol Kurach, Sujith Ravi +8
In this paper we propose and investigate a novel end-to-end method for automatically generating short email responses, called Smart Reply. It generates semantically diverse suggest…