Author

Yuxuan Liang

h-index 3 View on Semantic Scholar

We have 2 of 8 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.

#machine learning Preprint Sep 2026

Towards Robust Time Series Learning via Capacity-Centric Modulation

Sample-level reliability heterogeneity is common in deep time series learning. Standard training pipelines apply a uniform regularization setting to all samples, which can under-regularize corrupted samples and over-restrict clean samples. Common robustness approaches filter observations in data space or impose priors...

Si-Ru Zhong, Sen-Zhang Wang, James T. Kwok et al. · 0 citations

Preprint Aug 2026

LiveHouse-TS: An Open-world Living Benchmark for Time Series Foundation Models

Time Series Foundation Models (TSFMs) have recently emerged as a highly promising paradigm for cross-domain zero-shot forecasting. However, existing evaluation protocols predominantly rely on static benchmarks with fixed historical test windows. While these benchmarks provide a valuable baseline snapshot, they evaluate...

Haomin Wen, Ziyu Zhou, Qingxiang Liu et al. · 0 citations