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Jiarong Pan

2 accepted papers

2025

Conformalized Answer Set Prediction for Knowledge Graph Embedding

NAACL 2025long

Knowledge graph embeddings (KGE) apply machine learning methods on knowledge graphs (KGs) to provide non-classical reasoning capabilities based on similarities and analogies. The learned KG embeddings are typically used to answer queries by ranking all potential answers, but rankings often lack a me…

Cited by 4SourcePDFScholar
2024

MALIBO: Meta-learning for Likelihood-free Bayesian Optimization

ICML 2024spotlight

Bayesian optimization (BO) is a popular method to optimize costly black-box functions, and meta-learning has emerged as a way to leverage knowledge from related tasks to optimize new tasks faster. However, existing meta-learning methods for BO rely on surrogate models that are not scalable or are se…