Ecosyste.ms: Repos
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GitHub topics: distribution-shift
weitianxin/awesome-distribution-shift
A curated list of papers and resources about the distribution shift in machine learning.
Size: 593 KB - Last synced: about 12 hours ago - Pushed: 10 months ago - Stars: 99 - Forks: 6
jameszhou-gl/icl-distribution-shift
Code for "Adapting Large Multimodal Models to Distribution Shifts: The Role of In-Context Learning"
Size: 1.95 KB - Last synced: 2 days ago - Pushed: 2 days ago - Stars: 2 - Forks: 0
huytransformer/Awesome-Out-Of-Distribution-Detection
A professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc for Out-of-distribution detection, robustness, and generalization
Size: 215 KB - Last synced: 2 days ago - Pushed: 25 days ago - Stars: 559 - Forks: 58
mala-lab/ADShift
Official PyTorch implementation of the ICCV'23 paper “Anomaly Detection under Distribution Shift”
Language: Python - Size: 59.6 KB - Last synced: 1 day ago - Pushed: 7 months ago - Stars: 21 - Forks: 3
divelab/GOOD
GOOD: A Graph Out-of-Distribution Benchmark [NeurIPS 2022 Datasets and Benchmarks]
Language: Python - Size: 16.9 MB - Last synced: about 16 hours ago - Pushed: 2 months ago - Stars: 176 - Forks: 19
tim-learn/awesome-test-time-adaptation
Collection of awesome test-time (domain/batch/instance) adaptation methods
Size: 734 KB - Last synced: 4 days ago - Pushed: 13 days ago - Stars: 521 - Forks: 40
LFhase/CIGA
[NeurIPS 2022] Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs
Language: Python - Size: 618 KB - Last synced: 2 days ago - Pushed: 9 months ago - Stars: 94 - Forks: 9
martinwimpff/eeg-otta
Language: Python - Size: 1.59 MB - Last synced: 9 days ago - Pushed: 9 days ago - Stars: 7 - Forks: 0
rgklab/detectron_xgb
Robust and Highly Sensitive Covariate Shift Detection using XGBoost
Language: Python - Size: 110 KB - Last synced: 9 days ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0
chrisyeh96/sustaingym
Reinforcement Learning Environments for Sustainable Energy Systems
Language: HTML - Size: 132 MB - Last synced: 9 days ago - Pushed: 9 days ago - Stars: 29 - Forks: 7
monk1337/Awesome-Robust-Machine-Learning
A curated list of Robust Machine Learning papers/articles and recent advancements.
Size: 456 KB - Last synced: about 9 hours ago - Pushed: over 1 year ago - Stars: 18 - Forks: 0
CGCL-codes/TransferAttackSurrogates
The official code of IEEE S&P 2024 paper "Why Does Little Robustness Help? A Further Step Towards Understanding Adversarial Transferability". We study how to train surrogates model for boosting transfer attack.
Language: Python - Size: 128 KB - Last synced: 16 days ago - Pushed: 16 days ago - Stars: 7 - Forks: 1
RichardObi/frd-score
Compute the Fréchet Radiomics Distance.
Language: Python - Size: 184 KB - Last synced: 21 days ago - Pushed: 22 days ago - Stars: 0 - Forks: 0
biquality-learn/biquality-learn
A Python Library for Biquality Learning
Language: Python - Size: 119 KB - Last synced: 2 days ago - Pushed: 8 months ago - Stars: 11 - Forks: 0
EdisonLeeeee/GreatX
A graph reliability toolbox based on PyTorch and PyTorch Geometric (PyG).
Language: Python - Size: 8.14 MB - Last synced: 21 days ago - Pushed: 9 months ago - Stars: 81 - Forks: 11
namkoong-lab/whyshift
A python package providing a benchmark with various specified distribution shift patterns.
Language: Jupyter Notebook - Size: 2.65 MB - Last synced: 23 days ago - Pushed: 6 months ago - Stars: 47 - Forks: 2
mariodoebler/test-time-adaptation
A repository and benchmark for online test-time adaptation.
Language: Python - Size: 3.74 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 127 - Forks: 11
IFCA-Advanced-Computing/frouros
Frouros: an open-source Python library for drift detection in machine learning systems.
Language: Python - Size: 22.9 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 158 - Forks: 10
vijayakuruba/IFT6759_Distribution_shifts_WILDS
Course work project for IFT6759 - WILDS - Distribution shifts in wilds - iwildcam
Language: Jupyter Notebook - Size: 4.47 MB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 0 - Forks: 2
rgklab/detectron
Official repository for the ICLR 2023 paper "A Learning Based Hypothesis Test for Harmful Covariate Shift"
Language: Python - Size: 17.7 MB - Last synced: 8 days ago - Pushed: 4 months ago - Stars: 10 - Forks: 2
SJTU-Quant/DoubleAdapt
The official API of DoubleAdapt (KDD'23), an incremental learning framework for online stock trend forecasting, WITHOUT dependencies on the qlib package.
Language: Python - Size: 6.66 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 64 - Forks: 10
google-deepmind/distribution_shift_framework
This repository contains the code of the distribution shift framework presented in A Fine-Grained Analysis on Distribution Shift (Wiles et al., 2022).
Language: Python - Size: 66.4 KB - Last synced: 17 days ago - Pushed: 17 days ago - Stars: 77 - Forks: 7
NJUyued/PRG4SSL-MNAR
"Towards Semi-supervised Learning with Non-random Missing Labels" by Yue Duan (ICCV 2023)
Language: Python - Size: 6.82 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 74 - Forks: 2
Katalip/ca-stinv-cnn
Code for "Improving Stain Invariance of CNNs for Segmentation by Fusing Channel Attention and Domain-Adversarial Training"
Language: Python - Size: 16.8 MB - Last synced: about 8 hours ago - Pushed: 6 months ago - Stars: 10 - Forks: 0
KingJamesSong/RankFeat
NeurIPS22 "RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection"
Language: Python - Size: 2.48 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 18 - Forks: 1
aangelopoulos/conformal-prediction
Lightweight, useful implementation of conformal prediction on real data.
Language: Jupyter Notebook - Size: 37.6 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 623 - Forks: 73
wondergo2017/sild
Implementation codes for NeurIPS23 paper "Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts"
Language: Python - Size: 2.29 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 2 - Forks: 0
mims-harvard/Raincoat
Domain Adaptation for Time Series Under Feature and Label Shifts
Language: Jupyter Notebook - Size: 2.31 MB - Last synced: about 2 months ago - Pushed: 11 months ago - Stars: 87 - Forks: 10
qitianwu/GraphOOD-GNNSafe
The official implementation for ICLR23 paper "GNNSafe: Energy-based Out-of-Distribution Detection for Graph Neural Networks"
Language: Python - Size: 2.37 MB - Last synced: 2 months ago - Pushed: 10 months ago - Stars: 64 - Forks: 4
jameszhou-gl/gpt-4v-distribution-shift
Code for "How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary Investigation"
Language: Jupyter Notebook - Size: 3.9 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 28 - Forks: 2
kevinsbello/iscan
A Python 3 package for identifying distribution shifts (a.k.a feature-shifts) between datasets. Official implementation of the paper: "iSCAN: Identifying Causal Mechanism Shifts among Nonlinear Additive Noise Models".
Language: Python - Size: 264 KB - Last synced: 3 months ago - Pushed: 4 months ago - Stars: 1 - Forks: 1
weijiaheng/Drops
[ICLR 2023] Official Tensorflow implementation of "Distributionally Robust Post-hoc Classifiers under Prior Shifts"
Language: Python - Size: 924 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 29 - Forks: 0
ryoungj/optdom
[ICLR'22] Self-supervised learning optimally robust representations for domain shift.
Language: Python - Size: 15 MB - Last synced: about 1 month ago - Pushed: over 2 years ago - Stars: 22 - Forks: 3
acmi-lab/RLSbench
Code and results accompanying our paper titled RLSbench: Domain Adaptation under Relaxed Label Shift
Language: Python - Size: 42.9 MB - Last synced: 4 months ago - Pushed: 10 months ago - Stars: 32 - Forks: 5
Linxyhaha/TDRO
Temporally and Distributionally Robust Optimization for Cold-start Recommendation (AAAI'24)
Language: Python - Size: 332 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 3 - Forks: 0
testing-cs/CodeS
Language: Python - Size: 47.9 KB - Last synced: 4 months ago - Pushed: over 1 year ago - Stars: 1 - Forks: 1
yaodongyu/ProjNorm
Predicting Out-of-Distribution Error with the Projection Norm
Language: Python - Size: 20.5 KB - Last synced: 5 months ago - Pushed: almost 2 years ago - Stars: 15 - Forks: 1
mfederici/dsit
Implementation of the models and datasets used in "An Information-theoretic Approach to Distribution Shifts"
Language: Jupyter Notebook - Size: 1.29 MB - Last synced: 4 months ago - Pushed: over 2 years ago - Stars: 22 - Forks: 0
ShahryarBQ/DRO
Coping with Label Shift via Distributionally Robust Optimisation
Language: Python - Size: 6.84 KB - Last synced: 5 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0
StanfordASL/data-lifecycle-management
Code accompanying the AI4Space 2022 paper "Data Lifecycle Management in Evolving Input Distributions for Learning-based Aerospace Applications" by Somrita Banerjee, Apoorva Sharma, Edward Schmerling, Max Spolaor, Michael Nemerouf, and Marco Pavone.
Language: Jupyter Notebook - Size: 403 MB - Last synced: 5 months ago - Pushed: 12 months ago - Stars: 4 - Forks: 1
estija/CMID
Code for the Conditional Mutual Information-Debiasing (CMID) method.
Language: Python - Size: 2.16 MB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 1 - Forks: 0
neerajwagh/evaluating-eeg-representations
Resources for the paper titled "Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts". Accepted at NeurIPS 2022.
Size: 5.86 KB - Last synced: 4 months ago - Pushed: 11 months ago - Stars: 14 - Forks: 0
pritamqu/OOD-VSSL
[NeurIPS 2023 (Spotlight)] Uncovering the Hidden Dynamics of Video Self-supervised Learning under Distribution Shifts
Language: Python - Size: 10.1 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 7 - Forks: 0
NJUyued/RDA4RobustSSL
"RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning" by Yue Duan (ECCV 2022)
Language: Python - Size: 9.99 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 9 - Forks: 0
acmi-lab/OnlineLabelShift
Code accompanying our paper titled Online Label Shift: Optimal Dynamic Regret meets Practical Algorithms
Language: Python - Size: 91.8 KB - Last synced: 2 months ago - Pushed: 12 months ago - Stars: 4 - Forks: 0
luisoala/non-iid-ssdl
A systematic approach to class distribution mismatch in semi-supervised learning using deep dataset dissimilarity measures
Language: Python - Size: 1.04 MB - Last synced: 10 months ago - Pushed: about 2 years ago - Stars: 3 - Forks: 1
VietHoang1512/GLOT
Global-Local Regularization Via Distributional Robustness (AISTATS 2023)
Language: Python - Size: 3.77 MB - Last synced: 10 months ago - Pushed: 10 months ago - Stars: 5 - Forks: 1
bit-ml/AnoShift
Language: Python - Size: 13.7 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 33 - Forks: 2
GentleZhu/Shift-Robust-GNNs
"Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data" (NeurIPS 21')
Language: Python - Size: 9.99 MB - Last synced: 12 months ago - Pushed: almost 2 years ago - Stars: 45 - Forks: 6
addtt/object-centric-library
Library for the training and evaluation of object-centric models (ICML 2022)
Language: Python - Size: 11.2 MB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 60 - Forks: 2
ChandlerBang/GTrans
[ICLR'23] Implementation of "Empowering Graph Representation Learning with Test-Time Graph Transformation"
Language: Python - Size: 219 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 24 - Forks: 1
im-ethz/pub-gdu4dg
Gated Domain Units (GDU) aim to make your deep learning models robust against distribution shifts when applied in the real-world.
Language: Jupyter Notebook - Size: 46.2 MB - Last synced: 7 months ago - Pushed: 10 months ago - Stars: 4 - Forks: 0
vita-epfl/ttt-plus-plus
[NeurIPS21] TTT++: When Does Self-supervised Test-time Training Fail or Thrive?
Language: Python - Size: 800 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 44 - Forks: 3
VirtuosoResearch/Distribution-Shifts-in-CMNIST
Language: Python - Size: 502 KB - Last synced: 8 months ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0
monk1337/Clift
CLIFT : Analysing Natural Distribution Shift on Question Answering Models in Clinical Domain
Size: 11.7 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0
monk1337/Awesome-Distribution-Shift
A curated list of Distribution Shift papers/articles and recent advancements.
Size: 547 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0
Weixin-Liang/data-centric-AI-perspective
Language: Jupyter Notebook - Size: 3.43 MB - Last synced: 9 days ago - Pushed: over 2 years ago - Stars: 3 - Forks: 0