Accountable Machine Intelligence
We are a bounch of researchers who are interested in accountability, safety, robustness, and interpretability of AI.
Pinned Repositories
ConCare
Code for - ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context (AAAI-2020)
AdaCare
Source code for AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration
DistCare
Code for "DistCare: Distilling Knowledge from Publicly Available Online EMR Data to Emerging Epidemic for Prognosis" (WWW '21)
AICare
The source code for Interpretable ESRD Mortality Prediction with Adaptive Feature Importance Recalibration
DeepGO
Reachability Analysis of Deep Neural Networks with Provable Guarantees
Dr.Deep
DeepTRE
Global Robustness Evaluation of Deep Neural Networks with Provable Guarantees for Hamming Distance
DeepGame
A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees
DeepConcolic
Concolic Testing for Deep Neural Networks
Literature-on-DNN-Verification-and-Testing
The collection of literatures of attacking, verification, testing on deep learning models
Accountable Machine Intelligence's Repositories
Accountable-Machine-Intelligence/AICare
The source code for Interpretable ESRD Mortality Prediction with Adaptive Feature Importance Recalibration
Accountable-Machine-Intelligence/ConCare
Code for - ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context (AAAI-2020)
Accountable-Machine-Intelligence/InterpretableML4Covid
Accountable-Machine-Intelligence/Dr.Deep
Accountable-Machine-Intelligence/DistCare
Code for "DistCare: Distilling Knowledge from Publicly Available Online EMR Data to Emerging Epidemic for Prognosis" (WWW '21)
Accountable-Machine-Intelligence/AdaCare
Source code for AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration
Accountable-Machine-Intelligence/DeepTRE
Global Robustness Evaluation of Deep Neural Networks with Provable Guarantees for Hamming Distance
Accountable-Machine-Intelligence/DeepGO
Reachability Analysis of Deep Neural Networks with Provable Guarantees
Accountable-Machine-Intelligence/DeepGame
A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees
Accountable-Machine-Intelligence/DeepConcolic
Concolic Testing for Deep Neural Networks
Accountable-Machine-Intelligence/Literature-on-DNN-Verification-and-Testing
The collection of literatures of attacking, verification, testing on deep learning models