Alisha's Projects
CompILE: Compositional Imitation Learning and Execution (ICML 2019)
DimeNet and DimeNet++ models, as proposed in "Directional Message Passing for Molecular Graphs" (ICLR 2020) and "Fast and Uncertainty-Aware Directional Message Passing for Non-Equilibrium Molecules" (NeurIPS-W 2020)
Document Rectification and Illumination Correction using a Patch-based CNN
Graph Diffusion Convolution, as proposed in "Diffusion Improves Graph Learning" (NeurIPS 2019)
GemNet model in PyTorch, as proposed in "GemNet: Universal Directional Graph Neural Networks for Molecules" (NeurIPS 2021)
Blind Geometric Distortion Correction on Images Through Deep Learning
Graph convolutional neural network for host prediction
Deep Sketch-guided Cartoon Video Inbetweening
Benchmark datasets, data loaders, and evaluators for graph machine learning
PPRGo model in PyTorch, as proposed in "Scaling Graph Neural Networks with Approximate PageRank" (KDD 2020)
Implementation of "GNNAutoScale: Scalable and Expressive Graph Neural Networks via Historical Embeddings" in PyTorch
Graph Convolutional Networks in PyTorch
PyTorch Extension Library of Optimized Scatter Operations
PyTorch Extension Library of Optimized Autograd Sparse Matrix Operations
A standard framework for modelling Deep Learning Models for tabular data
SNAP Python code, SWIG related files
Config files for my GitHub profile.