AINeutralarXiv – CS AI · 14h ago6/10
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From XXLTraffic to EvoXXLTraffic: Scaling Traffic Forecasting to Sensor-Evolving Networks
Researchers introduce XXLTraffic and EvoXXLTraffic, new datasets spanning 27 years of California and Australian traffic sensor data that account for real-world network growth. Unlike existing benchmarks assuming fixed sensor networks, these datasets expose the challenge of forecasting across dynamically evolving road infrastructure with sensor growth rates exceeding 10,000%, and reveal that current state-of-the-art models fail to generalize under such conditions.