DuoMem: Towards Capable On-Device Memory Agents via Dual-Space Distillation

  • 类型：arxiv
  • 标识：2606.29961
  • 链接：https://arxiv.org/abs/2606.29961
  • 主分类：agent
  • 形态：application
  • 被引：0
  • 被引来源：Semantic Scholar + OpenAlex
  • S2被引：0
  • OpenAlex被引：0
  • 影响力被引：0
  • TLDR：DuoMem is introduced, a dual-space distillation framework that transfers procedural problem-solving ability from a large teacher model to compact student models and is viable for real-time edge deployment, which would be challenging for the teacher.
  • OpenAlex ID：W7166645750
  • OpenAlex DOI：10.48550/arxiv.2606.29961
  • DOI：10.48550/arxiv.2606.29961
  • DOI来源：OpenAlex
  • 开放获取：green
  • 开放获取链接：https://doi.org/10.48550/arxiv.2606.29961
  • OpenAlex更新：2026-07-19
  • 待LLM分类：否
  • 标题中文：DuoMem：基于双空间蒸馏的可行端侧记忆 Agent
  • TLDR中文：本文提出 DuoMem，一种双空间蒸馏框架，可将程序化问题求解能力从大型教师模型迁移到紧凑学生模型，并适用于实时边缘部署，而这一点对教师模型而言颇具挑战。
  • 来源文件：
  • /inbox/tom/_candidates/2026-07-06-agent-memory-tool-use-candidates.json
  • /inbox/tom/_candidates/2026-07-05-agent-rag-longcontext-candidates.json
  • /inbox/tom/_candidates/2026-07-04-agent-rag-longcontext-candidates.json
  • [S2 enrich]
  • [OpenAlex backfill]