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• COGENT: Continuous Graph Emulators with Neural Ordinary Differential Equations for Long-Term Physical Forecasting
  2026
• From Short Histories to Long Futures: Horizon-Aware Graph Neural Networks for Long Horizon Forecasting
  2026
• K-STEMIT: Knowledge-Informed Spatio-Temporal Efficient Multi-Branch Graph Neural Network for Subsurface Stratigraphy Thickness Estimation from Radar Data
  2026
• KAN-GCN: Combining Kolmogorov-Arnold Network with Graph Convolution Network for an Accurate Ice Sheet Emulator
  2025
• Recurrent Graph Convolutional Networks for Spatiotemporal Prediction of Snow Accumulation Using Airborne Radar
  2023
• Prediction of Annual Snow Accumulation Using a Recurrent Graph Convolutional Approach
  2023
• Graph convolutional network as a fast statistical emulator for numerical ice sheet modeling
  2024
• Learning Spatio-Temporal Patterns of Polar Ice Layers With Physics-Informed Graph Neural Network
  2024
• Graph Neural Networks for Emulation of Finite-Element Ice Dynamics in Greenland and Antarctic Ice Sheets
  2024
• Graph Neural Network as Computationally Efficient Emulator of Ice-sheet and Sea-level System Model (ISSM)
  2024
• Multi-branch Spatio-Temporal Graph Neural Network For Efficient Ice Layer Thickness Prediction
  2024