Length optimization in conformal prediction

S Kiyani, G Pappas, H Hassani - arXiv preprint arXiv:2406.18814, 2024 - arxiv.org
Conditional validity and length efficiency are two crucial aspects of conformal prediction
(CP). Achieving conditional validity ensures accurate uncertainty quantification for data …

Formal verification and control with conformal prediction

L Lindemann, Y Zhao, X Yu, GJ Pappas… - arXiv preprint arXiv …, 2024 - arxiv.org
In this survey, we design formal verification and control algorithms for autonomous systems
with practical safety guarantees using conformal prediction (CP), a statistical tool for …

Neuromorphic Split Computing with Wake-Up Radios: Architecture and Design via Digital Twinning

J Chen, S Park, P Popovski, HV Poor… - arXiv preprint arXiv …, 2024 - arxiv.org
Neuromorphic computing leverages the sparsity of temporal data to reduce processing
energy by activating a small subset of neurons and synapses at each time step. When …

Uncertainty, Calibration, and Membership Inference Attacks: An Information-Theoretic Perspective

M Zhu, C Guo, C Feng, O Simeone - arXiv preprint arXiv:2402.10686, 2024 - arxiv.org
In a membership inference attack (MIA), an attacker exploits the overconfidence exhibited by
typical machine learning models to determine whether a specific data point was used to train …

[PDF][PDF] Reliable Neuromorphic Computing and Wireless Communication

J Chen, B Rajendran - 2024 - kclpure.kcl.ac.uk
Artificial Intelligence (AI) and wireless communications represent two pivotal technologies
that have transformed numerous facets of modern society. AI techniques, ranging from …