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MeloTune: 端侧音乐推荐 Agent

type: concept tags: [on-device, ios, music, agent, affective-computing, privacy, 平台] related: [[gemma4-ondevice]], , sources: - http://arxiv.org/abs/2604.10815v1 created: 2026-04-14

核心问题

MeloTune is an iPhone-deployed music agent that instantiates the Mesh Memory Protocol (MMP) and Symbolic-Vector Attention Fusion (SVAF) as a production system for affect-aware music curation with peer-to-peer mood coupling. Each device runs two closed-form continuous-time (CfC) networks: a private listener-level CfC that predicts a short-horizon affective trajectory on Russell's circumplex and drives proactive curation, and a shared mesh-runtime CfC at MMP Layer 6 that integrates Cognitive Memory Blocks (CMBs) from co-listening peers. CfC hidden states never cross the wire; only structured CMB

论文信息

  • 标题: MeloTune: On-Device Arousal Learning and Peer-to-Peer Mood Coupling for Proactive Music Curation
  • 作者: Hongwei Xu
  • 来源: arXiv

方法/架构

详细方法论待补充。参考原始论文获取完整技术细节。

为什么重要

作为手机端 AIOS 生态的一部分，MeloTune：端侧情感感知音乐推荐 对推动端侧 AI 落地具有重要意义。

关联

  • [[clawmobile-agentic]] — Agent 系统架构
  • [[kv-cache-quantization-ondevice]] — 内存优化