Introduces evolutionary traffic datasets and a yearly streaming protocol, finding that many SOTA methods fail when sensor networks grow over decades.
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2026 2verdicts
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Exformer adds an extreme-aware attention component to standard Transformers and reports better 3-day streamflow forecasts than baselines on four hydrologic datasets.
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From XXLTraffic to EvoXXLTraffic: Scaling Traffic Forecasting to Sensor-Evolving Networks
Introduces evolutionary traffic datasets and a yearly streaming protocol, finding that many SOTA methods fail when sensor networks grow over decades.