Exploring the latest advancements in time series
Let’s kick off 2025 with a roundup of notable time-series forecasting papers.
I’ve also included some key papers from 2023 as well. 2024 was the year of foundation forecasting models — but I’ll cover those in a separate article.
The papers I’ll cover are:
- Deep Learning-Based Forecasting: A Case Study From the Online Fashion Industry
- Forecasting Reconciliation: A Review
- TSMixer: An All-MLP Architecture for Time Series Forecasting
- CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting
- Long-Range Transformers for Dynamic Spatiotemporal Forecasting
Let’s get started!
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This paper is a gem.
It made headlines initially because Zalando, a leading online fashion retailer, used…