2 papers
cs.LG2025
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding
Haochuan Zhang, Chunhua Yang, Jie Han +2
Multi-modal language model has made advanced progress in vision and audio, but still faces significant challenges in dealing with complex reasoning tasks in the time series domain.…
cs.LG2025
Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting
Liyang Qin, Xiaoli Wang, Chunhua Yang +2
Among the existing Transformer-based multivariate time series forecasting methods, iTransformer, which treats each variable sequence as a token and only explicitly extracts cross-v…