Explainable Time Series Anomaly Detection using Masked Latent Generative
Modeling

Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling

21 November 2023

Daesoo Lee

Papers citing "Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling"

11 / 11 papers shown

Title
Lane-Wise Highway Anomaly Detection Mei Qiu William Lorenz Reindl Yaobin Chen Stanley Y. P. Chien Shu Hu 27 0 0 05 May 2025
Synthetic Aircraft Trajectory Generation Using Time-Based VQ-VAE Abdulmajid Murad Massimiliano Ruocco 19 0 0 12 Apr 2025
VISTA: Unsupervised 2D Temporal Dependency Representations for Time Series Anomaly Detection Sinchee Chin Fan Zhang Xiaochen Yang Jing-Hao Xue Wenming Yang Peng Jia Guijin Wang Luo Yingqun AI4TS 48 0 0 03 Apr 2025
See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers Jiaxin Zhuang Leon Yan Zhenwei Zhang Ruiqi Wang Jiawei Zhang Yuantao Gu AI4TS 29 7 0 04 Nov 2024
Latent Diffusion Model for Conditional Reservoir Facies Generation Daesoo Lee O. Ovanger J. Eidsvik Erlend Aune J. Skauvold R. Hauge DiffM 16 7 0 03 Nov 2023
TSI-GAN: Unsupervised Time Series Anomaly Detection using Convolutional Cycle-Consistent Generative Adversarial Networks S. Saravanan Tie Luo Mao V. Ngo AI4TS 11 8 0 22 Mar 2023
Vector Quantized Time Series Generation with a Bidirectional Prior Model Daesoo Lee Sara Malacarne Erlend Aune BDL 27 25 0 08 Mar 2023
Towards a Rigorous Evaluation of Time-series Anomaly Detection Siwon Kim K. Choi Hyun-Soo Choi Byunghan Lee Sungroh Yoon AI4TS 75 144 0 11 Sep 2021
Contrastive Predictive Coding for Anomaly Detection Puck de Haan Sindy Löwe UQCV SSL 21 19 0 16 Jul 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021
Anomaly detection through latent space restoration using vector-quantized variational autoencoders Sergio Naval Marimont G. Tarroni DRL 120 56 0 12 Dec 2020