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07/18/2023
Gradient strikes back: How filtering out high frequencies improves explanations
Recent years have witnessed an explosion in the development of novel pre...
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06/11/2023
A Holistic Approach to Unifying Automatic Concept Extraction and Concept Importance Estimation
In recent years, concept-based approaches have emerged as some of the mo...
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04/12/2023
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling
Deploying deep learning models in real-world certified systems requires ...
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04/01/2023
Towards Understanding the Mechanism of Contrastive Learning via Similarity Structure: A Theoretical Analysis
Contrastive learning is an efficient approach to self-supervised represe...
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01/26/2023
Conformal Prediction for Trustworthy Detection of Railway Signals
We present an application of conformal prediction, a form of uncertainty...
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06/09/2021