14 results found Sort:

SeldonIO
alibi SeldonIO
252
2.4k
other
56
Algorithms for explaining machine learning models
xai explanations counterfactual interpretability machine-learning
Created 2019-02-26
668 commits to master branch, last one 15 days ago
jvpoulos
causal-ml jvpoulos
128
684
unknown
28
Must-read papers and resources related to causal inference and machine (deep) learning
paper-list causal-models deep-learning counterfactual causal-learning causal-discovery causal-inference machine-learning treatment-effects counterfactual-learning representation-learning estimating-treatment-effects randomized-controlled-trials heterogeneous-treatment-effects
Created 2019-10-13
81 commits to master branch, last one 2 years ago
Minyus
causallift Minyus
42
342
other
11
CausalLift: Python package for causality-based Uplift Modeling in real-world business
uplift causality econometrics causal-impact counterfactual uplift-modeling causal-inference propensity-score propensity-scores
Created 2019-04-03
274 commits to master branch, last one about a year ago
hbaniecki
adversarial-explainable-ai hbaniecki
45
302
cc-by-sa-4.0
15
💡 Adversarial attacks on explanations and how to defend them
iml xai deep model attacks defense security evaluation robustness adversarial interpretable counterfactual explainability explainable-ai responsible-ai interpretability adversarial-attacks adversarial-examples adversarial-machine-learning interpretable-machine-learning
Created 2020-07-30
124 commits to master branch, last one 21 days ago
carla-recourse
CARLA carla-recourse
62
283
mit
7
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
python pytorch recourse benchmark tensorflow tensorflow2 benchmarking counterfactual explainability explainable-ai explainable-ml counterfactuals machine-learning artificial-intelligence counterfactual-explanations
Created 2020-12-09
121 commits to main branch, last one about a year ago
OscarEngelbrektson
SyntheticControlMethods OscarEngelbrektson
51
177
apache-2.0
5
A Python package for causal inference using Synthetic Controls
python package causality econometrics causal-models counterfactual causal-inference policy-evaluation synthetic-control causality-analysis program-evaluation
Created 2020-06-27
107 commits to master branch, last one 3 years ago
yuleiniu
cfvqa yuleiniu
14
118
apache-2.0
2
[CVPR 2021] Counterfactual VQA: A Cause-Effect Look at Language Bias
vqa cvpr pytorch cvpr2021 causality language-bias counterfactual causal-inference
Created 2021-03-02
9 commits to master branch, last one 3 years ago
MaheepChaudhary
Causality-in-Trustworthy-Machine-Learning MaheepChaudhary
8
88
unknown
8
The repository contains lists of papers on causality and how relevant techniques are being used to further enhance deep learning era computer vision solutions.
causality counterfactual computer-vision causal-inference counterfactual-explanations
Created 2022-01-02
265 commits to main branch, last one about a year ago
yanxinzju
CSS-VQA yanxinzju
18
76
unknown
2
Counterfactual Samples Synthesizing for Robust VQA
vqa debias cvpr2020 counterfactual
Created 2020-02-25
44 commits to master branch, last one 2 years ago
firmai
ml-fairness-framework firmai
16
70
unknown
5
FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)
xai alibi aif360 aix360 contrastive fairness-ai fairness-ml prototypical counterfactual explainable-ai explainable-ml fairness-indicators interpretable-machine-learning
Created 2020-03-11
63 commits to master branch, last one 3 years ago
biomedia-mira
causal-gen biomedia-mira
7
56
mit
3
(ICML 2023) High Fidelity Image Counterfactuals with Probabilistic Causal Models
python pytorch causality uncertainty counterfactual neural-network computer-vision medical-imaging generative-model machine-learning
Created 2023-05-30
22 commits to main branch, last one 6 months ago
seresistvanandras
MixEth seresistvanandras
6
53
gpl-3.0
8
MixEth: efficient, trustless coin mixing service for Ethereum
ethereum blockchain coinshuffle state-channel counterfactual cryptocurrency state-channels privacy-preserving privacy-enhancing-technologies
Created 2018-10-14
104 commits to master branch, last one 5 years ago
cambridge-mlg
CLUE cambridge-mlg
5
35
mit
11
Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"
paper research publication uncertainty latent-space transparency deep-learning counterfactual neural-networks generative-model interpretability machine-learning aleatoric-uncertainty epistemic-uncertainty counterfactual-explanations
Created 2021-03-16
6 commits to master branch, last one about a year ago
Letian2003
C-VQA Letian2003
2
24
unknown
3
Counterfactual Reasoning VQA Dataset
llm vqa dataset symbolic benchmark reasoning vqa-dataset counterfactual
Created 2023-10-08
24 commits to master branch, last one about a year ago