distribution-shift topic

List distribution-shift repositories

distribution_shift_framework

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This repository contains the code of the distribution shift framework presented in A Fine-Grained Analysis on Distribution Shift (Wiles et al., 2022).

conformal-prediction

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Lightweight, useful implementation of conformal prediction on real data.

CIGA

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[NeurIPS 2022] Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs

object-centric-library

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Library for the training and evaluation of object-centric models (ICML 2022)

Shift-Robust-GNNs

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"Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data" (NeurIPS 21')

ttt-plus-plus

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[NeurIPS21] TTT++: When Does Self-supervised Test-time Training Fail or Thrive?

GOOD

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GOOD: A Graph Out-of-Distribution Benchmark [NeurIPS 2022 Datasets and Benchmarks]

GreatX

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A graph reliability toolbox based on PyTorch and PyTorch Geometric (PyG).

dsit

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Implementation of the models and datasets used in "An Information-theoretic Approach to Distribution Shifts"

DoubleAdapt

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The official API of DoubleAdapt (KDD'23), an incremental learning framework for online stock trend forecasting, WITHOUT dependencies on the qlib package.