Exploring the newest developments in time collection
13 min learn
15 hours in the past
Let’s kick off 2025 with a roundup of notable time-series forecasting papers.
I’ve additionally included some key papers from 2023 as effectively. 2024 was the yr of basis forecasting fashions — however I’ll cowl these in a separate article.
The papers I’ll cowl are:
- Deep Studying-Primarily based Forecasting: A Case Research From the On-line Vogue Trade
- Forecasting Reconciliation: A Evaluate
- TSMixer: An All-MLP Structure for Time Sequence Forecasting
- CARD: Channel Aligned Strong Mix Transformer for Time Sequence Forecasting
- Lengthy-Vary Transformers for Dynamic Spatiotemporal Forecasting
Let’s get began!
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This paper is a gem.
It made headlines initially as a result of Zalando, a number one on-line trend retailer, used…