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cs.AI2024
Estimating the treatment effect over time under general interference through deep learner integrated TMLE
Suhan Guo, Furao Shen, Ni Li
Understanding the effects of quarantine policies in populations with underlying social networks is crucial for public health, yet most causal inference methods fail here due to the…
cs.LG2024
RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting
Suhan Guo, Jiahong Deng, Yi Wei +3
Attention-based architectures have become ubiquitous in time series forecasting tasks, including spatio-temporal (STF) and long-term time series forecasting (LTSF). Yet, our unders…
cs.LG2024★ 3 cited
Multi-Scale Dilated Convolution Network for Long-Term Time Series Forecasting
Feifei Li, Suhan Guo, Feng Han +2
Accurate forecasting of long-term time series has important applications for decision making and planning. However, it remains challenging to capture the long-term dependencies in…