Jiarong Liu — accepted AI-conference papers

2026

Vision-language Incremental Learning with Dual Class-individual Memory

Fuhai Chen, Feng Zhang, XiaoGuang Ma, Yiyi Zhou, Jiarong Liu, Xuri Ge

AAAI 2026technical

The emergence of multimodal technologies has propelled Vision-Language Incremental Learning (VLIL) into a research spotlight. Current VLIL approaches predominantly inherit unimodal paradigms, failing to address fundamental distinctions between visual and linguistic modalities. Crucially, the semanti

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2024

Maximum Entropy Heterogeneous-Agent Reinforcement Learning

Jiarong Liu, Yifan Zhong, Siyi Hu, Haobo Fu, QIANG FU, Xiaojun Chang +1

ICLR 2024spotlight

*Multi-agent reinforcement learning* (MARL) has been shown effective for cooperative games in recent years. However, existing state-of-the-art methods face challenges related to sample complexity, training instability, and the risk of converging to a suboptimal Nash Equilibrium. In this paper, we pr…

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