Entropy reweighted conformal classification

R Luo, N Colombo - arxiv preprint arxiv:2407.17377, 2024 - arxiv.org
Conformal Prediction (CP) is a powerful framework for constructing prediction sets with
guaranteed coverage. However, recent studies have shown that integrating confidence …

TorchCP: A Library for Conformal Prediction based on PyTorch

H Wei, J Huang - arxiv preprint arxiv:2402.12683, 2024 - arxiv.org
TorchCP is a Python toolbox for conformal prediction research on deep learning models. It
contains various implementations for posthoc and training methods for classification and …

[PDF][PDF] Design and Analysis of Uncertainty-Aware Modularized Autonomy Stacks

D Shen - 2024 - eecs.berkeley.edu
Many modern robotic systems are organized in terms of sequential modularized pipelines.
For example, the perception-planning-control loop is a common architecture for vision …