← Search

Site Mo

2 accepted papers

2025

CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting

AAAI 2025technical

In the domain of multivariate time series analysis, the concept of channel independence has been increasingly adopted, demonstrating excellent performance due to its ability to eliminate noise and the influence of irrelevant variables. However, such a concept often simplifies the complex interaction…

Cited by 0SourcePDFScholar
2022

Learning Robust Rule Representations for Abstract Reasoning via Internal Inferences

NeurIPS 2022accept

Abstract reasoning, as one of the hallmarks of human intelligence, involves collecting information, identifying abstract rules, and applying the rules to solve new problems. Although neural networks have achieved human-level performances in several tasks, the abstract reasoning techniques still far…