$K^2$ VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting

29 May 2025

Papers citing "$K^2$VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting"

23 / 23 papers shown

Title
SCORE: Story Coherence and Retrieval Enhancement for AI Narratives Qiang Yi Yangfan He Jing Wang Xinyuan Song Shiyao Qian ... Keqin Li Kuan Lu Menghao Huo Jiaqi Chen Tianyu Shi RALM 82 12 0 30 Mar 2025
DDUNet: Dual Dynamic U-Net for Highly-Efficient Cloud Segmentation Yijie Li Hewei Wang Jinfeng Xu Puzhen Wu Yunzhong Xiao Shaofan Wang Soumyabrata Dev 44 6 0 28 Jan 2025
CP2M: Clustered-Patch-Mixed Mosaic Augmentation for Aerial Image Segmentation Yijie Li Hewei Wang Jinfeng Xu Zixiao Ma Puzhen Wu Shaofan Wang Soumyabrata Dev 42 4 0 28 Jan 2025
Rethinking Pseudo-Label Guided Learning for Weakly Supervised Temporal Action Localization from the Perspective of Noise Correction Quan Zhang Yuxin Qi Xi Tang Rui Yuan Xi Lin Kai Zhang Chun Yuan NoLa 123 4 0 19 Jan 2025
Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey Junqiao Wang Zeng Zhang Yangfan He Yuyang Song Tianyu Shi ... Menghao Huo Guangwu Qian Keqin Li Qiuwu Chen Lewei He 84 15 0 29 Dec 2024
Prompt Categories Cluster for Weakly Supervised Semantic Segmentation Wangyu Wu Xianglin Qiu Siqi Song Xiaowei Huang Fei Ma Jimin Xiao VLM 110 5 0 18 Dec 2024
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 89 14 0 16 Oct 2024
Automated Detection of Defects on Metal Surfaces using Vision Transformers Toqa Alaa Mostafa Kotb Arwa Zakaria Mariam Diab Walid Gomaa 80 3 0 06 Oct 2024
GIM: A Million-scale Benchmark for Generative Image Manipulation Detection and Localization Yuxiao Chen Xiaolin Huang Quan Zhang Wei Li Mingjian Zhu ... Hanting Chen Hailin Hu J. Yang Wen Liu Jie Hu EGVM 81 5 0 24 Jun 2024
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing Chengqing Yu Fei Wang Zezhi Shao Tangwen Qian Zhao Zhang Wei Wei Yongjun Xu AI4CE 85 19 0 18 May 2024
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data Hao Miao Yan Zhao Chenjuan Guo Bin Yang Kai Zheng Feiteng Huang Jiandong Xie Christian S. Jensen AI4TS CLL 67 35 0 23 Apr 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning Peiyuan Liu Hang Guo Tao Dai Naiqi Li Jigang Bao Xudong Ren Yong Jiang Shu-Tao Xia AI4TS 88 19 0 12 Mar 2024
Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective Zexin Wang Changhua Pei Minghua Ma Xin Wang Zhihan Li ... Dongmei Zhang Qingwei Lin Haiming Zhang Jianhui Li Gaogang Xie AI4TS 54 32 0 05 Feb 2024
ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons Jiawen Zhang Xumeng Wen Zhenwei Zhang Shun Zheng Jia Li Jiang Bian AI4TS 68 3 0 11 Oct 2023
Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors Yong Liu Chenyu Li Jianmin Wang Mingsheng Long AI4TS 53 112 0 30 May 2023
LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version David Campos Miao Zhang B. Yang Tung Kieu Chenjuan Guo Christian S. Jensen AI4TS 78 48 0 24 Feb 2023
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 106 756 0 05 Oct 2022
Multi-scale Attention Flow for Probabilistic Time Series Forecasting Shibo Feng Chunyan Miao Ke-Li Xu Jiaxiang Wu Pengcheng Wu Fan Lin P. Zhao BDL AI4TS 23 25 0 16 May 2022
Unsupervised Path Representation Learning with Curriculum Negative Sampling Sean Bin Yang Chenjuan Guo Jilin Hu Jiangtao Tang Bin Yang SSL 37 50 0 17 Jun 2021
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 46 150 0 14 May 2021
Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting Longyuan Li Junchi Yan Xiaokang Yang Yaohui Jin OOD BDL AI4TS 58 61 0 31 Jan 2021
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 265 42,038 0 03 Dec 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 453 129,831 0 12 Jun 2017

K2K^2K2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting

Papers citing "$K^2$VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting"

$K^2$ VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting