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#artificial intelligence Preprint Oct 2026

EmbodiedCLBench: Evaluating Continual Learning for Self-Evolving Embodied Agents

Continual learning requires models to accumulate past experience and transfer it to new tasks. Despite substantial research on continual learning, existing work remains largely confined to non-embodied settings, without extending to embodied environments. To address this gap, we introduce EmbodiedCLBench, the first ben...

Jie Huang, Ya-Nan Chen, Rui-Xun Liu et al. · 0 citations
Preprint Aug 2026

Lingjing: A Simulation Testbed for Multi-Agent Embodied Tasks in Open-Ended Cities

Lingjing provides a unified testbed that enables reproducible end-to-end evaluation and systematic failure diagnosis in urban multi-agent embodied intelligence and exposes shared physical and structured urban state to agents.

Xiaohe Li, Yi-Ru Wang, Junhao Fan et al. · 0 citations

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