10 results found Sort:

Renumics
awesome-open-data-centric-ai Renumics
35
706
cc-by-4.0
21
Curated list of open source tooling for data-centric AI on unstructured data.
nlp data-drift awesome-list noisy-labels data-curation deep-learning bias-detection explainable-ai feature-vector synthetic-data active-learning computer-vision data-centric-ai data-versioning machine-learning outlier-detection data-visualization documentation-only uncertainty-estimation robust-machine-learning
Created 2023-02-27
34 commits to main branch, last one about a year ago
weijiaheng
Advances-in-Label-Noise-Learning weijiaheng
59
697
unknown
16
A curated (most recent) list of resources for Learning with Noisy Labels
paper conference noisy-data robustness label-noise noisy-labels deep-learning robust-learning unreliable-labels deep-neural-networks noisy-label-learning robust-machine-learning international-conference learning-with-label-noise learning-with-noisy-labels weakly-supervised-learning
Created 2021-04-14
138 commits to main branch, last one 2 months ago
Echo-Ji
ST-SSL Echo-Ji
29
161
unknown
2
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
aaai adaptive fairness robustness data-mining data-augmentation graph-augmentation location-embedding traffic-forecasting contrastive-learning spatio-temporal-data graph-neural-networks representation-learning robust-machine-learning traffic-flow-prediction self-supervised-learning spatio-temporal-prediction
Created 2022-12-02
18 commits to main branch, last one 9 days ago
lishenghui
blades lishenghui
22
136
apache-2.0
2
⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning
fedavg federated federated-learning distributed-systems robust-optimization model-poisoning-attack robust-machine-learning byzantine-fault-tolerance robust-federated-learning federated-learning-framework federated-learning-simulator
Created 2022-04-13
56 commits to master branch, last one 5 months ago
aai-institute
pyDVL aai-institute
8
110
lgpl-3.0
5
pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
least-core game-theory transferlab data-pruning data-quality banzhaf-index data-cleaning shapley-value data-valuation data-centric-ai machine-learning influence-functions robust-machine-learning
Created 2021-04-02
3,956 commits to develop branch, last one 3 months ago
EzgiKorkmaz
adversarial-reinforcement-learning EzgiKorkmaz
5
94
unknown
6
Reading list for adversarial perspective and robustness in deep reinforcement learning.
ai-safety safe-rlhf ai-alignment responsible-ai adversarial-policies machine-learning-safety robust-machine-learning deep-reinforcement-learning meta-reinforcement-learning safe-reinforcement-learning adversarial-machine-learning explainable-machine-learning reinforcement-learning-safety robust-reinforcement-learning reinforcement-learning-alignment artificial-intelligence-alignment multiagent-reinforcement-learning adversarial-reinforcement-learning robust-deep-reinforcement-learning
Created 2023-09-08
15 commits to main branch, last one 6 months ago
yanliang3612
awesome-imbalanced-learning-on-graphs yanliang3612
9
86
unknown
2
A repository contains a collection of resources and papers on Imbalance Learning On Graphs
imbalanced-learning graph-neural-networks robust-machine-learning
Created 2023-03-15
48 commits to main branch, last one 3 months ago
dlmacedo
entropic-out-of-distribution-detection dlmacedo
10
74
apache-2.0
4
A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference tim...
ood osr pytorch open-set ai-safety deep-learning ood-detection trustworthy-ai machine-learning anomaly-detection novelty-detection out-of-distribution open-set-recognition robust-machine-learning trustworthy-machine-learning out-of-distribution-detection
Created 2019-08-16
50 commits to master branch, last one 2 years ago
huanzhang12
ATLA_robust_RL huanzhang12
12
59
unknown
4
Robust Reinforcement Learning with the Alternating Training of Learned Adversaries (ATLA) framework
adversarial-examples reinforcement-learning robust-machine-learning deep-reinforcement-learning robust-reinforcement-learning reinforcement-learning-algorithms
Created 2021-01-16
3 commits to main branch, last one 3 years ago
dlmacedo
distinction-maximization-loss dlmacedo
5
45
apache-2.0
3
A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increas...
ood osr pytorch open-set ai-safety deep-learning ood-detection classification trustworthy-ai machine-learning anomaly-detection novelty-detection out-of-distribution open-set-recognition uncertainty-estimation robust-machine-learning trustworthy-machine-learning out-of-distribution-detection
Created 2022-05-10
40 commits to master branch, last one 2 years ago