REBAR: Retrieval-Based Reconstruction for Time-series Contrastive
Learning

REBAR: Retrieval-Based Reconstruction for Time-series Contrastive Learning

1 November 2023

Alexander Moreno

Benjamin M. Marlin

Papers citing "REBAR: Retrieval-Based Reconstruction for Time-series Contrastive Learning"

12 / 12 papers shown

Title
Single-Channel EEG Tokenization Through Time-Frequency Modeling Jathurshan Pradeepkumar Xihao Piao Zheng Chen Jimeng Sun 45 1 0 22 Feb 2025
Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning En Fu Yanyan Hu AI4TS 33 0 0 30 Dec 2024
CiTrus: Squeezing Extra Performance out of Low-data Bio-signal Transfer Learning Eloy Geenjaar Lie Lu 77 0 0 16 Dec 2024
Towards Time Series Reasoning with LLMs Winnie Chow Lauren Gardiner Haraldur T. Hallgrímsson Maxwell A. Xu Shirley You Ren AI4TS LRM 31 7 0 17 Sep 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 56 7 0 17 Jul 2024
Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data Aritra Hota S. Chatterjee Sandip Chakraborty 32 11 0 02 Mar 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 38 15 0 29 Feb 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 75 15 0 08 Jan 2024
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Steven C. H. Hoi AI4TS 117 394 0 03 Feb 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,785 0 29 Apr 2021
Image Inpainting for Irregular Holes Using Partial Convolutions Guilin Liu F. Reda Kevin J. Shih Ting-Chun Wang Andrew Tao Bryan Catanzaro 142 1,913 0 20 Apr 2018