Author

Meng-Yue Yang

h-index 3 View on Semantic Scholar

We have 1 of 14 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Jul 2026

Beyond Sufficiency: Time Series Explanation with Counterfactual Necessity

Inspired by Pearl's counterfactual notion of necessity, TimePNS assesses whether a temporal factor is necessary by intervening on it and measuring whether the original prediction is disrupted, and consistently improves sufficiency-necessity trade-offs over strong baselines.

Hongnan Ma, Yi-Wei Shi, Meng-Yue Yang et al. · arXiv.org · 0 citations