Taxonomy Reveals When Channel Interactions Help Long-Term Forecasting
A unified taxonomy of long-term forecasting models shows that channel-independent designs excel on simple benchmarks while channel-dependent designs gain an ...
A unified taxonomy of long-term forecasting models shows that channel-independent designs excel on simple benchmarks while channel-dependent designs gain an ...
A new mask-aware transformer architecture that explicitly tracks missing macroeconomic data outperformed statistical, recurrent, and modern forecasting benchmarks in fixed-origin ...
Researchers at Tsinghua University have developed a Series Saliency module guided by large language models that improves the accuracy and ...
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© 2025 Scienmag - Science Magazine