184 citations · 205 across the 11 of their papers we have counts for
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cs.LG2021★ 1 cited
Towards Robust Active Feature Acquisition
Yang Li, Siyuan Shan, Qin Liu +1
Truly intelligent systems are expected to make critical decisions with incomplete and uncertain data. Active feature acquisition (AFA), where features are sequentially acquired to…
cs.LG2021
Partially Observed Exchangeable Modeling
Yang Li, Junier B. Oliva
Modeling dependencies among features is fundamental for many machine learning tasks. Although there are often multiple related instances that may be leveraged to inform conditional…
cs.LG2021
NRTSI: Non-Recurrent Time Series Imputation
Siyuan Shan, Yang Li, Junier B. Oliva
Time series imputation is a fundamental task for understanding time series with missing data. Existing methods either do not directly handle irregularly-sampled data or degrade sev…