ShanLiangRen: A Nutrition Agent for Personalized Daily Meal Planning
arXiv 人工智能预印本(Atom) · 2026-10-06 15:32 发布 · 2026-10-07 10:09 采集 · Chunli Lv
基本信息
原始数据层(AI 与用户都不会覆盖这些字段)
❔ 待判断
政府/政策
AI
状态:已分析
综合价值 4.0 / 5
- 来源
- arXiv 人工智能预印本(Atom)(arXiv · INTL)
- 发布时间
- 2026-10-06 15:32
- 采集时间
- 2026-10-07 10:09
- 语言
- en
- 地域置信度
- 20%
- 原始链接
- https://arxiv.org/abs/2610.07886v1
- 内容指纹
- 9d128b597f954eee0198d081f6cf4c55b367597442f3823b6031cfdc5d4e98f4
AI 整理
分析于 2026-10-07 10:10(第 1 版,来源:offline)Dietary nutrition planning plays an important role in chronic disease management and maintaining a healthy body.In applications, it must simultaneously satisfy personalized constraints and reasonable…
为什么值得关注:属于政府/政策信息,对教育或研究方向可能产生影响
趋势标签: nutrition planning personalized dietary
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用户纠错
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仅在合法且采集到正文时显示;否则请查看原文链接Dietary nutrition planning plays an important role in chronic disease management and maintaining a healthy body. In applications, it must simultaneously satisfy personalized constraints and reasonable multidimensional nutritional goals. These two aspects often conflict, and user constraints evolve with feedback, resulting in a substantial gap between generic guidelines and executable plans. To bridge this gap, we first propose the personalized fully quantified multiobjective dietary planning problem (MDP). To tackle MDP, we develop a nutrition agent, ShanLiangRen. The system first transforms dietary specifications, nutrient data, user attributes and natural language requirements into an individualized constrained planning instance. It then employs an exact retrieval-augmented generation method to shrink the feasible candidate set from a large scale ingredient and recipe space. Finally, it adopts a refinement guided by Pareto principles, where an LLM iteratively revises candidate plans under deterministic nutrition computation and feedback from constraint verification. The system outputs fully quantified meal plans with explicit ingredients and portion sizes, together with reports on nutrition compliance that show constraint satisfaction and nutrient interval attainment. We have released the system online as a WeChat Program, ShanLiangRen. A demo video is available at https://www.youtube.com/watch?v=652OtY5VlGA.
事件演化
同一事件的后续报道、状态变化与版本记录
2026-10-06
首次出现
ShanLiangRen: A Nutrition Agent for Personalized Daily Meal Planning
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