Search Results - RepositoryStats

563

3.5k

mit

49

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

dann finetune deep-learning self-training domain-adaptation image-translation transfer-learning adversarial-learning semi-supervised-learning unsupervised-domain-adaptation out-of-distribution-generalization

Created 2020-02-14

728 commits to master branch, last one 9 months ago

Awesome-Out-Of-Distribution-Detection huytransformer

69

838

cc0-1.0

36

Out-of-distribution detection, robustness, and generalization resources. The repository contains a curated list of papers, tutorials, books, videos, articles and open-source libraries etc

anomaly awesome open-set open-world robustness awesome-lists ood-detection ood-robustness anomaly-detection novelty-detection outlier-detection ood-generalization distribution-shifts open-world-learning out-of-distribution open-set-recognition out-of-distribution-detection out-of-distribution-robustness out-of-distribution-generalization

Created 2023-08-07

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

awesome-trustworthy-deep-learning MinghuiChen43

35

345

mit

13

A curated list of trustworthy deep learning papers. Daily updating...

Created 2020-07-19

646 commits to master branch, last one a day 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

awesome-graph-ood THUMNLab

9

161

mit

10

Papers about out-of-distribution generalization on graphs.

graph-mining deep-learning machine-learning graph-neural-networks out-of-distribution-generalization

Created 2022-10-06

3 commits to master branch, last one 2 years 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

deepdistilling pauljblazek

7

82

other

4

Mechanistically interpretable neurosymbolic AI (Nature Comput Sci 2024): losslessly compressing NNs to computer code and discovering new algorithms which generalize out-of-distribution and outperform ...

distilling interpretable neurosymbolic explainable-ai domain-adaptation program-synthesis model-distillation knowledge-distillation inductive-logic-programming mechanistic-interpretability out-of-distribution-generalization

Created 2024-01-13

5 commits to main branch, last one 10 months ago

GraphOOD-EERM qitianwu

9

82

unknown

3

The official implementation for ICLR22 paper "Handling Distribution Shifts on Graphs: An Invariance Perspective"

pytorch causal-models graph-neural-networks out-of-distribution-generalization

Created 2022-03-06

22 commits to main branch, last one 2 years 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

MoleOOD yangnianzu0515

6

61

mit

2

Official implementation for the paper "Learning Substructure Invariance for Out-of-Distribution Molecular Representations" (NeurIPS 2022).

pytorch graph-classification molecule-representation-learning out-of-distribution-generalization

Created 2022-11-01

10 commits to master branch, last one about a year ago

large_vlm_distillation_ood xuanlinli17

4

55

mit

1

Distilling Large Vision-Language Model with Out-of-Distribution Generalizability (ICCV 2023)

deep-learning open-vocabulary machine-learning few-shot-learning zero-shot-learning out-of-distribution out-of-distribution-generalization

Created 2023-06-14

18 commits to main branch, last one 8 months ago

PAIR LFhase

4

52

mit

1

[ICLR 2023, ICLR DG oral] PAIR, the optimizer and model selection criteria for OOD Generalization

optimization model-selection causal-inference invariant-learning domain-generalization multi-objective-optimization out-of-distribution-generalization

Created 2023-02-17

25 commits to main branch, last one 8 months ago

ELIM_FER kdhht2334

4

38

mit

1

[NeurIPS 2022] The official repository of Expression Learning with Identity Matching for Facial Expression Recognition

pytorch domain-shift real-time-demo valence-arousal optimal-transport facial-expressions feature-normalization human-computer-interaction facial-expression-recognition out-of-distribution-generalization

Created 2022-09-18

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

TRO joffery

2

31

unknown

2

The Pytorch implementation for "Topology-aware Robust Optimization for Out-of-Distribution Generalization" (ICLR 2023)

out-of-distribution-generalization distributionally-robust-optimization

Created 2023-01-20

14 commits to main branch, last one about a year 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

FeAT LFhase

1

26

unknown

2

[NeurIPS 2023] Understanding and Improving Feature Learning for Out-of-Distribution Generalization

feature-learning invariant-learning domain-generalization spurious-correlations out-of-distribution-generalization

Created 2023-10-30

8 commits to main branch, last one 6 months ago