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08/06/2023
Empirical Optimal Risk to Quantify Model Trustworthiness for Failure Detection
Failure detection (FD) in AI systems is a crucial safeguard for the depl...
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08/06/2023
Two Sides of Miscalibration: Identifying Over and Under-Confidence Prediction for Network Calibration
Proper confidence calibration of deep neural networks is essential for r...
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01/29/2023
Confidence-Aware Calibration and Scoring Functions for Curriculum Learning
Despite the great success of state-of-the-art deep neural networks, seve...
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08/29/2021
Extractive and Abstractive Sentence Labelling of Sentiment-bearing Topics
This paper tackles the problem of automatically labelling sentiment-bear...
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11/06/2018