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Home Artificial Intelligence

Influential Time-Sequence Forecasting Papers of 2023–2024: Half 1 | by Nikos Kafritsas | Jan, 2025

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January 17, 2025
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Exploring the most recent developments in time collection

Nikos Kafritsas

Towards Data Science

Created with DALL3*3

Let’s kick off 2025 with a roundup of notable time-series forecasting papers.

I’ve additionally included some key papers from 2023 as properly. 2024 was the 12 months of basis forecasting fashions — however I’ll cowl these in a separate article.

The papers I’ll cowl are:

  1. Deep Studying-Primarily based Forecasting: A Case Examine From the On-line Style Business
  2. Forecasting Reconciliation: A Evaluation
  3. TSMixer: An All-MLP Structure for Time Sequence Forecasting
  4. CARD: Channel Aligned Strong Mix Transformer for Time Sequence Forecasting
  5. Lengthy-Vary Transformers for Dynamic Spatiotemporal Forecasting

Let’s get began!

✅ I’ve launched AI Horizon Forecast, a publication specializing in time-series and revolutionary AI analysis. Subscribe right here to broaden your horizons!

This paper is a gem.

It made headlines initially as a result of Zalando, a number one on-line trend retailer, used…

Tags: forecastingInfluentialJanKafritsasNikosPapersParttimeseries

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