Length optimization in conformal prediction
Conditional validity and length efficiency are two crucial aspects of conformal prediction
(CP). Achieving conditional validity ensures accurate uncertainty quantification for data …
(CP). Achieving conditional validity ensures accurate uncertainty quantification for data …
Formal verification and control with conformal prediction
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 …
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
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 …
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
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 …
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 …
that have transformed numerous facets of modern society. AI techniques, ranging from …