✨MIRIX: Multi-Agent Memory System for LLM-Based Agents

📝 Summary:
MIRIX is a modular multi-agent memory system for LLM-based agents that integrates diverse memory types and a dynamic framework. It significantly enhances memory capabilities for multimodal and long-form conversations. MIRIX achieves superior performance on challenging benchmarks, outperforming ex...

🔹 Publication Date: Published on Jul 10

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2507.07957
• PDF: https://arxiv.org/pdf/2507.07957
• Project Page: https://mirix.io/
• Github: https://github.com/Mirix-AI/MIRIX

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#LLM #MultiAgentSystems #AISystems #MemorySystems #AI

✨HaluMem: Evaluating Hallucinations in Memory Systems of Agents

📝 Summary:
HaluMem is a new benchmark that evaluates memory hallucinations in AI systems by localizing them to specific stages: extraction, updating, and question answering. It uses large human-AI interaction datasets. Findings show current systems accumulate hallucinations during extraction and updating, w...

🔹 Publication Date: Published on Nov 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.03506
• PDF: https://arxiv.org/pdf/2511.03506
• Github: https://github.com/MemTensor/HaluMem

✨ Datasets citing this paper:
• https://huggingface.co/datasets/IAAR-Shanghai/HaluMem

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For more data science resources:
✓ https://t.iss.one/DataScienceT

#AIHallucinations #AIAgents #MemorySystems #LLM #AIResearch