Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380136384> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4380136384 abstract "Recently, denoising diffusion models have led to significant breakthroughs in the generation of images, audio and text. However, it is still an open question on how to adapt their strong modeling ability to model time series. In this paper, we propose TimeDiff, a non-autoregressive diffusion model that achieves high-quality time series prediction with the introduction of two novel conditioning mechanisms: future mixup and autoregressive initialization. Similar to teacher forcing, future mixup allows parts of the ground-truth future predictions for conditioning, while autoregressive initialization helps better initialize the model with basic time series patterns such as short-term trends. Extensive experiments are performed on nine real-world datasets. Results show that TimeDiff consistently outperforms existing time series diffusion models, and also achieves the best overall performance across a variety of the existing strong baselines (including transformers and FiLM)." @default.
- W4380136384 created "2023-06-10" @default.
- W4380136384 creator A5026385145 @default.
- W4380136384 creator A5070273088 @default.
- W4380136384 date "2023-06-08" @default.
- W4380136384 modified "2023-10-16" @default.
- W4380136384 title "Non-autoregressive Conditional Diffusion Models for Time Series Prediction" @default.
- W4380136384 doi "https://doi.org/10.48550/arxiv.2306.05043" @default.
- W4380136384 hasPublicationYear "2023" @default.
- W4380136384 type Work @default.
- W4380136384 citedByCount "0" @default.
- W4380136384 crossrefType "posted-content" @default.
- W4380136384 hasAuthorship W4380136384A5026385145 @default.
- W4380136384 hasAuthorship W4380136384A5070273088 @default.
- W4380136384 hasBestOaLocation W43801363841 @default.
- W4380136384 hasConcept C11413529 @default.
- W4380136384 hasConcept C114466953 @default.
- W4380136384 hasConcept C119857082 @default.
- W4380136384 hasConcept C143724316 @default.
- W4380136384 hasConcept C149782125 @default.
- W4380136384 hasConcept C151406439 @default.
- W4380136384 hasConcept C151730666 @default.
- W4380136384 hasConcept C154945302 @default.
- W4380136384 hasConcept C159877910 @default.
- W4380136384 hasConcept C194657046 @default.
- W4380136384 hasConcept C199360897 @default.
- W4380136384 hasConcept C24338571 @default.
- W4380136384 hasConcept C30795276 @default.
- W4380136384 hasConcept C33923547 @default.
- W4380136384 hasConcept C41008148 @default.
- W4380136384 hasConcept C74883015 @default.
- W4380136384 hasConcept C86803240 @default.
- W4380136384 hasConceptScore W4380136384C11413529 @default.
- W4380136384 hasConceptScore W4380136384C114466953 @default.
- W4380136384 hasConceptScore W4380136384C119857082 @default.
- W4380136384 hasConceptScore W4380136384C143724316 @default.
- W4380136384 hasConceptScore W4380136384C149782125 @default.
- W4380136384 hasConceptScore W4380136384C151406439 @default.
- W4380136384 hasConceptScore W4380136384C151730666 @default.
- W4380136384 hasConceptScore W4380136384C154945302 @default.
- W4380136384 hasConceptScore W4380136384C159877910 @default.
- W4380136384 hasConceptScore W4380136384C194657046 @default.
- W4380136384 hasConceptScore W4380136384C199360897 @default.
- W4380136384 hasConceptScore W4380136384C24338571 @default.
- W4380136384 hasConceptScore W4380136384C30795276 @default.
- W4380136384 hasConceptScore W4380136384C33923547 @default.
- W4380136384 hasConceptScore W4380136384C41008148 @default.
- W4380136384 hasConceptScore W4380136384C74883015 @default.
- W4380136384 hasConceptScore W4380136384C86803240 @default.
- W4380136384 hasLocation W43801363841 @default.
- W4380136384 hasOpenAccess W4380136384 @default.
- W4380136384 hasPrimaryLocation W43801363841 @default.
- W4380136384 hasRelatedWork W1506033924 @default.
- W4380136384 hasRelatedWork W1986260228 @default.
- W4380136384 hasRelatedWork W2019155478 @default.
- W4380136384 hasRelatedWork W2278447965 @default.
- W4380136384 hasRelatedWork W2382528315 @default.
- W4380136384 hasRelatedWork W2390244528 @default.
- W4380136384 hasRelatedWork W2913429625 @default.
- W4380136384 hasRelatedWork W81705085 @default.
- W4380136384 hasRelatedWork W2134400992 @default.
- W4380136384 hasRelatedWork W2186383081 @default.
- W4380136384 isParatext "false" @default.
- W4380136384 isRetracted "false" @default.
- W4380136384 workType "article" @default.