# SpecMAGIC: Specification-Guided Multi-Task Generalization in Multi-Agent Reinforcement Learning

**Published:** October 23, 2026
**Author:** Zijian Guo, \.Ilker I\c{s}{\i}k, H. M. Sabbir Ahmad, Wenchao Li
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/specmagic-specification-guided-multi-task-generalization-in-multi-agent

arXiv:2610.30443v1 Announce Type: new Abstract: Multi-task generalization is an important yet underexplored problem in multi-agent reinforcement learning (MARL). Many real-world applications require multi-agent systems to generalize across complex, temporally extended tasks with…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.30443)

**Tags:** #arXiv

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