3 papers
cs.LG2025
Time Tracker: Mixture-of-Experts-Enhanced Foundation Time Series Forecasting Model with Decoupled Training Pipelines
Aobo Liang, Yan Sun, Xiaohou Shi +1
In the past few years, time series foundation models have achieved superior predicting accuracy. However, real-world time series often exhibit significant diversity in their tempor…
cs.LG2024
WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting
Aobo Liang, Yan Sun, Nadra Guizani
In recent years, Transformer-based models (Transformers) have achieved significant success in multivariate time series forecasting (MTSF). However, previous works focus on extracti…
cs.LG2024
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting
Aobo Liang, Xingguo Jiang, Yan Sun +2
Long-term time series forecasting (LTSF) provides longer insights into future trends and patterns. Over the past few years, deep learning models especially Transformers have achiev…