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+ ---
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+ license: mit
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+ library_name: transformers
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+ pipeline_tag: text-generation
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+ datasets:
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+ - LightningCreeper/MIA
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+ base_model:
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+ - Qwen/Qwen2.5-VL-7B-Instruct
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+ - Qwen/Qwen3-8B
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+ ---
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+
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+ # Memory Intelligence Agent (MIA)
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+
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+ Memory Intelligence Agent (MIA) is a memory framework designed for deep research agents (DRAs). It transforms agents from "passive record-keepers" into "active strategists" using a sophisticated **Manager-Planner-Executor** architecture.
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+
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+ - **Paper:** [Memory Intelligence Agent](https://huggingface.co/papers/2604.04503)
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+ - **Repository:** [https://github.com/ECNU-SII/MIA](https://github.com/ECNU-SII/MIA)
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+
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+ ## Overview
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+
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+ MIA replaces traditional "memory dumps" with a specialized architecture to enable efficient reasoning and autonomous evolution:
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+
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+ - **The Manager**: A non-parametric memory system that stores and optimizes compressed historical search trajectories to eliminate bloat.
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+ - **The Planner**: A parametric memory agent that produces search plans and evolves its strategy via Continual Test-Time Learning during inference.
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+ - **The Executor**: A precision instrument that searches and analyzes information guided by the search plan.
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+
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+ MIA employs an alternating reinforcement learning paradigm to enhance cooperation between components and establishes a bidirectional conversion loop between parametric and non-parametric memories.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @article{qiao2026mia,
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+ title={Memory Intelligence Agent},
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+ author={Jingyang Qiao and Weicheng Meng and Yu Cheng and Zhihang Lin and Zhizhong Zhang and Xin Tan and Jingyu Gong and Kun Shao and Yuan Xie},
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+ journal={arXiv preprint arXiv:2604.04503},
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+ year={2026}
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+ }
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+ ```