works on
causal discovery 1self-attention 1sparsity 1time series analysis 1transformer models 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.CL2026

Causal Discovery with Inverted Self-attention for Multivariate Time Series

Yusen Liu, Yong Wang, Yifan Yin +3

The paper introduces a transformer-based framework that uses an inverted self‑attention mechanism to uncover causal relationships in multivariate time series, emphasizing indirect…