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most citedEnhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting

22 citations · 67 across the 13 of their papers we have counts for

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cs.LG2024★ 4 cited

Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting

Zongjiang Shang, Ling Chen, Binqing wu +1

Although transformer-based methods have achieved great success in multi-scale temporal pattern interaction modeling, two key challenges limit their further development: (1) Individ…

cs.LG2024

MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting

Zongjiang Shang, Ling Chen, Binqing Wu +1

Demystifying interactions between temporal patterns of different scales is fundamental to precise long-range time series forecasting. However, previous works lack the ability to mo…