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Junyou Li

3 accepted papers

2025

Nuance Matters: Probing Epistemic Consistency in Causal Reasoning

AAAI 2025technical

Previous research on causal reasoning often overlooks the subtleties crucial to understanding causal reasoning. To address this gap, our study introduces the concept of causal epistemic consistency, which focuses on the self-consistency of Large Language Models (LLMs) in differentiating intermediat…

2022

JueWu-MC: Playing Minecraft with Sample-efficient Hierarchical Reinforcement Learning

IJCAI 2022poster

Learning rational behaviors in open-world games like Minecraft remains to be challenging for Reinforcement Learning (RL) research due to the compound challenge of partial observability, high-dimensional visual perception and delayed reward. To address this, we propose JueWu-MC, a sample-efficient hi…

Cited by 44SourcePDFScholar
2020

Neural Entity Summarization with Joint Encoding and Weak Supervision

IJCAI 2020poster

In a large-scale knowledge graph (KG), an entity is often described by a large number of triple-structured facts. Many applications require abridged versions of entity descriptions, called entity summaries. Existing solutions to entity summarization are mainly unsupervised. In this paper, we present…