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Vasileios Lampos

@lampos.net

Associate Professor @ UCL Computer Science | research: AI, NLP, health | dad | 🇺🇳 | ☮ | here I will be focusing more on less scientific matters, go to x.com/lampos for research-related content Website: lampos.net

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Vasileios Lampos @lampos.net · 02/04/2025

"DeformTime: capturing variable dependencies with deformable attention for time series forecasting" led by Yuxuan Shu Just out @tmlrorg.bsky.social (TMLR) Link: openreview.net/forum?id=M62... Plus a teaser figure comparing SOTA forecasters (e.g. TimeXer, iTransformer) with a persistence model!

28 days ahead forecasting results for influenza rates for the season 2018/19 in England for all models in our study. DeformTime, the model we proposes, performs best (and quite accurately), whereas some of the other forecasters (e.g. PatchTST, iTransformer, TimeXer) are very similar to a persistence model, i.e. they are performing very poorly.

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Vasileios Lampos @lampos.net · 02/04/2025

"DeformTime: capturing variable dependencies with deformable attention for time series forecasting" led by Yuxuan Shu Just out @tmlrorg.bsky.social (TMLR) Link: openreview.net/forum?id=M62... Plus a teaser figure comparing SOTA forecasters (e.g. TimeXer, iTransformer) with a persistence model!

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