Search Results - RepositoryStats

89

805

mit

13

Lightweight, useful implementation of conformal prediction on real data.

conformal time-series uncertainty computer-vision distribution-shift conformal-inference conformal-prediction time-series-prediction uncertainty-estimation uncertainty-quantification natural-language-processing

Created 2021-12-25

151 commits to main branch, last one 9 months ago

awesome-test-time-adaptation tim-learn

53

796

mit

22

Collection of awesome test-time (domain/batch/instance) adaptation methods

domain-adaptation transfer-learning distribution-shift test-time-training test-time-adaptation domain-generalization test-time-augmentation source-free-domain-adaptation continual-test-time-adaptation

Created 2021-12-14

189 commits to main branch, last one 10 days ago

frouros IFCA-Advanced-Computing

15

199

bsd-3-clause

5

Frouros: an open-source Python library for drift detection in machine learning systems.

mle mlops python data-drift statistics concept-drift dataset-drift dataset-shift covariate-shift drift-detection change-detection machine-learning distribution-shift machine-learning-operations machine-learning-engineering

Created 2022-03-16

1,008 commits to main branch, last one about a month ago

test-time-adaptation mariodoebler

19

198

mit

4

A repository and benchmark for online test-time adaptation.

test-time robustness distribution-shift gradual-adaptation continual-adaptation test-time-adaptation source-free-domain-adaptation

Created 2022-08-11

139 commits to main branch, last one about a month ago

GOOD divelab

19

189

gpl-3.0

3

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

pytorch graph-ood deep-learning pytorch-geometric distribution-shift invariant-learning graph-neural-networks out-of-distribution-generalization

Created 2022-06-05

225 commits to GOODv1 branch, last one about a month ago

Raincoat mims-harvard

11

109

mit

3

Domain Adaptation for Time Series Under Feature and Label Shifts

data-shift time-series deep-learning domain-adaptation distribution-shift time-series-classification

Created 2023-02-03

32 commits to main branch, last one about a year ago

awesome-distribution-shift weitianxin

8

106

unknown

2

A curated list of papers and resources about the distribution shift in machine learning.

graph fairness robustness deep-learning generalization neural-network machine-learning domain-adaptation distribution-shift domain-generalization artificial-intelligence

Created 2022-12-19

58 commits to main branch, last one about a year ago

CIGA LFhase

11

104

mit

4

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

drug-discovery causal-inference distribution-shift invariant-learning graph-neural-networks graph-representation-learning causal-representation-learning out-of-distribution-generalization

Created 2022-10-06

30 commits to main branch, last one about a year ago

DoubleAdapt SJTU-DMTai

13

87

unknown

3

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

kdd2023 concept-drift meta-learning stock-prediction distribution-shift incremental-learning quantitative-finance

Created 2023-06-29

30 commits to main branch, last one 9 days ago

GreatX EdisonLeeeee

12

85

mit

10

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

pytorch inherent-noise pytorch-geometric distribution-shift adversarial-attacks graph-neural-networks graph-reliability-toolbox graph-convolutional-networks

Created 2021-11-15

310 commits to master branch, last one 2 months ago

distribution_shift_framework google-deepmind

8

82

apache-2.0

7

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

jax deep-learning neural-networks machine-learning distribution-shift artificial-intelligence

Created 2022-03-17

3 commits to master branch, last one 2 years ago

PRG4SSL-MNAR NJUyued

1

78

unknown

2

"Towards Semi-supervised Learning with Non-random Missing Labels" by Yue Duan (ICCV 2023)

pytorch iccv2023 deep-learning computer-vision machine-learning distribution-shift image-classification semi-supervised-learning

Created 2022-03-27

90 commits to master branch, last one 21 days ago

GraphOOD-GNNSafe qitianwu

5

76

unknown

4

The official implementation for ICLR23 paper "GNNSafe: Energy-based Out-of-Distribution Detection for Graph Neural Networks"

pytorch large-graph deep-learning trustworthy-ai anamoly-detection label-propagation outlier-detection pytorch-geometric distribution-shift node-classification graph-neural-networks artificial-intelligence geometric-deep-learning out-of-distribution-detection out-of-distribution-generalization

Created 2023-01-24

15 commits to main branch, last one about a year ago

object-centric-library addtt

4

65

mit

3

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

objects generalization object-centric distribution-shift ood-generalization unsupervised-learning representation-learning structured-representations

Created 2022-05-27

12 commits to main branch, last one about a year ago

ttt-plus-plus vita-epfl

6

59

mit

6

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

robustness distribution-shift test-time-adaptation self-supervised-learning

Created 2021-11-12

6 commits to main branch, last one 2 years ago

GTrans ChandlerBang

5

56

unknown

3

[ICLR'23] Implementation of "Empowering Graph Representation Learning with Test-Time Graph Transformation"

robustness data-centric distribution-shift adversarial-attacks out-of-distribution test-time-adaptation graph-neural-networks

Created 2023-02-26

15 commits to main branch, last one about a year ago

whyshift namkoong-lab

4

56

other

1

A python package providing a benchmark with various specified distribution shift patterns.

benchmark machine-learning distribution-shift

Created 2023-07-11

33 commits to main branch, last one about a year ago

Shift-Robust-GNNs GentleZhu

7

47

unknown

4

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

distribution-shift network-embeddings graph-neural-networks graph-representation-learning

Created 2021-10-24

24 commits to main branch, last one 2 years ago

AnoShift bit-ml

4

46

bsd-3-clause

9

This repository has no description...

network pytorch timeseries network-traffic anomaly-detection distribution-shift

Created 2022-06-08

35 commits to main branch, last one 5 months ago

sustaingym chrisyeh96

11

42

cc-by-4.0

5

Reinforcement Learning Environments for Sustainable Energy Systems

energy-system distribution-shift reinforcement-learning

Created 2022-04-18

95 commits to main branch, last one 6 months ago

Drops weijiaheng

0

39

unknown

4

[ICLR 2023] Official Tensorflow implementation of "Distributionally Robust Post-hoc Classifiers under Prior Shifts"

robustness class-imbalance distribution-shift distributional-robustness group-distributional-robustness

Created 2023-02-21

6 commits to main branch, last one 10 months ago

RLSbench acmi-lab

5

34

apache-2.0

4

Code and results accompanying our paper titled RLSbench: Domain Adaptation under Relaxed Label Shift

benchmarking machine-learning domain-adaptation distribution-shift

Created 2023-02-03

26 commits to main branch, last one about a year ago

gpt-4v-distribution-shift jameszhou-gl

2

33

mit

2

Code for ICLR'24 workshop ME-FoMo-How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary Investigation

ai clip llava gpt-4v openai python robustness generalization distribution-shift

Created 2023-11-15

117 commits to master branch, last one 2 months ago

ADShift mala-lab

5

27

unknown

1

Official PyTorch implementation of the ICCV'23 paper “Anomaly Detection under Distribution Shift”

anomaly-detection distribution-shift image-anomaly-detection out-of-distribution-generalization

Created 2023-03-22

24 commits to main branch, last one about a year ago