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Band signal 孤独并不等于沉默 
Memory signal 四月留下的共振 
Band signal 把噪声写成自己的歌 
Daily signal 日常是最微弱也最持久的观测 
Afterlight 月光之后，信号仍在
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环境音默认关闭
Implicit Signal Mining for Personalized Decision Systems
Chika Komari
A unified track across structural, semantic, and psychological signal mining
I focus on implicit signal mining in complex information networks for risk-aware and personalized decision systems. Current orbit — O1-KR1 (due June 30, 2026): critical node identification on multi-layer heterogeneous networks
Observe
从复杂网络中听见微弱但可行动的信号
结构、语义与心理信号并不是三座孤岛；它们共同指向更可靠、更个性化的决策系统。
- Publications / Preprint
- 3
- 1 under review · 1 accepted · 1 NeurIPS poster preprint
- GPA / Rank
- 4.04/5.00 · 15/154
- Sun Yat-sen University (School of Intelligent Systems Engineering)
- Kaggle Models Views / Downloads
- 2.7K+ / 1.0K+
- CSIRO Biomass Prediction Model Series
- Kaggle Tier
- Notebooks Expert
- Kaggle Progression tier (2025-Present)
- Internship
- Evolution Asset Management
- AI Intern (Apr 2025 - Present)
- GitHub Contributions
- 800+
- Public contribution activity across projects
Structure
将研究路线组织成一张可追踪的星图
每条轨道都连接问题、阶段、证据与下一步，而不是只展示一个抽象进度数字。
next
Psychological Signal Mining
Psychological Signal Mining (Personalized Decision and Interaction) · 1 roots / 3 nodes
now
Semantic Signal Mining
Semantic Signal Mining (Financial Knowledge Graphs) · 1 roots / 3 nodes
now
Structural Signal Mining
Structural Signal Mining (Critical Nodes in Complex Networks) · 1 roots / 3 nodes
Orchestrate
让模型、数据、Agent 与证据形成可复用的工作流
成果不是孤立的展示柜，而是可以回到研究路径中继续运转的仪器。
Alignment Between the Minds (ICML 2026 Submission) 研究具身体在多轮指令交互中对用户潜在偏好的持续推断、维护与利用，聚焦高维心理信号挖掘。 paper Identifying Critical Nodes with Deep Learning and Reinforcement Learning 研究城市路网场景下的关键节点识别与影响力传播建模，属于低维结构信号挖掘方向的核心成果。 paper AIRI LocalGUI Task Agent (Open Source; In Progress) 把自然语言指令转换为可执行桌面任务计划，支持自动校验、自动修复与多工具协同执行。 project Zanao: LLM-driven Market Archive & Analytics 面向真实市场信息流的端到端系统，覆盖数据采集、语义检索、多轮问答与可视化分析。 project
浏览全部成果档案 Embodiment
一个能随主题重组、却始终保持同一身份的观测员
深色与浅色形态共享六组分节动作：旧姿态先缩小隐去，新姿态再放大显现；转身、迈步、回望与手势由清晰轮廓交接。她不是装饰性吉祥物，而是研究、编程与个人兴趣之间的可视化接口。
- Role
- Signal Observer
- Mode
- Void / Moon Paper
- Method
- Structure → Evidence → Decision
- Temper
- Precise · Tender · Curious
Archive / Afterlight
研究归档之后，仍有乐队、日常与相遇留下的余辉
这里保留最近写作，也保留塑造审美与情绪节奏的记忆信号。
Agent Orchestration Lean4 and Formal Verification 本体工程：如何呈现 (Ontology Engineering: How to present) ETL (Extraction-Transform-Load) 本体工程：深入本体构建 (Ontology Engineering: Deepdive into Ontology Construction) 进入 Nocturne Research Archive
Public telemetry
持续工作的轨迹，也是一种可验证信号
当外部数据源不可用时，这一模块会保留清晰的降级状态，并始终提供 GitHub 原始入口。