kaustubhsridhar / time-series-OOD

Official Code for the ICCPS 2023 conference paper (nominated for best paper award) and ICML 2022 PODS workshop paper.

CODiT: Conformal Out-of-Distribution Detection in Time-series Data for Cyber-Physical Systems

This repository contains the code for the paper available at https://arxiv.org/abs/2207.11769

Clone this repo:

git clone https://github.com/kaustubhsridhar/time-series-OOD.git

cd time-series-OOD

CODiT results

cd ours and follow instructions in README.md for reproducing CODiT's results reported in the paper

Related Work results

cd Related-Work and follow instructions in README.md for reproducing results from Feng et al.'s, Cai et al.'s (VAE), Ramankrishna et al's (Beta-VAE), and Yang et al's (Memory) detectors reported in the paper