3 papers
cs.LG2026
Non-Parametric Rehearsal Learning via Conditional Mean Embeddings
Wen-Bo Du, Tian-Zuo Wang, Han-Jia Ye +1
In machine learning, a critical class of decision-related problems concerns preventing predicted undesirable outcomes, referred to as the \textit{avoiding undesired future} (AUF) p…
cs.LG2026
Order-based Rehearsal Learning
Yu-Xuan Tao, Tian-Zuo Wang, Zhi-Hua Zhou
When a machine learning (ML) model forecasts an undesired event, one often seeks a decision to avoid it, known as the avoiding undesired future (AUF) problem. Many rehearsal learni…
cs.AI2024
New Rules for Causal Identification with Background Knowledge
Tian-Zuo Wang, Lue Tao, Zhi-Hua Zhou
Identifying causal relations is crucial for a variety of downstream tasks. In additional to observational data, background knowledge (BK), which could be attained from human expert…