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haotianxiangsti's Projects

aero-gnn icon aero-gnn

The official repository of "Towards Deep Attention in Graph Neural Networks: Problems and Remedies," published in ICML 2023.

astgcn-r-pytorch icon astgcn-r-pytorch

Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting, AAAI 2019, pytorch version

astgnn icon astgnn

This is a Pytorch implementation of ASTGNN. Now the corresponding paper is available online at https://ieeexplore.ieee.org/document/9346058.

conformal_classification icon conformal_classification

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

ddpm-ipa-protein-generation icon ddpm-ipa-protein-generation

Implementation of the DDPM + IPA (invariant point attention) for protein generation, as outlined in the paper "Protein Structure and Sequence Generation with Equivariant Denoising Diffusion Probabilistic Models"

eks icon eks

Ensembling and kalman smoothing for pose estimation

lightning-pose icon lightning-pose

Accelerated pose estimation and tracking using semi-supervised convolutional networks.

segment-and-track-anything icon segment-and-track-anything

An open-source project dedicated to tracking and segmenting any objects in videos, either automatically or interactively. The primary algorithms utilized include the Segment Anything Model (SAM) for key-frame segmentation and Associating Objects with Transformers (AOT) for efficient tracking and propagation purposes.

track-anything icon track-anything

Track-Anything is a flexible and interactive tool for video object tracking and segmentation, based on Segment Anything, XMem, and E2FGVI.

zin_official icon zin_official

This is the implementation for the NeurIPS 2022 paper: ZIN: When and How to Learn Invariance Without Environment Partition?

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