Papers › NCTV: Neural Clamping Toolkit and Visualization for Neural Network Calibration

NCTV: Neural Clamping Toolkit and Visualization for Neural Network Calibration

29 Nov 2022arXiv:2211.16274archive 2025-07-28

Lei Hsiung, Yung-Chen Tang, Pin-Yu Chen, Tsung-Yi Ho

With the advancement of deep learning technology, neural networks have demonstrated their excellent ability to provide accurate predictions in many tasks. However, a lack of consideration for neural network calibration will not gain trust from humans, even for high-accuracy models. In this regard, the gap between the confidence of the model's predictions and the actual correctness likelihood must be bridged to derive a well-calibrated model. In this paper, we introduce the Neural Clamping Toolkit, the first open-source framework designed to help developers employ state-of-the-art model-agnostic calibrated models. Furthermore, we provide animations and interactive sections in the demonstration to familiarize researchers with calibration in neural networks. A Colab tutorial on utilizing our toolkit is also introduced.

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