# Xinbaopedia OKF Bundle

This bundle exposes the public Xinbaopedia wiki as Markdown concepts with OKF v0.1-compatible frontmatter.

## Entry Points

- [Manifest](manifest.json) - bundle metadata and maintenance contract.
- [Graph](graph.json) - generated concept graph, backlinks, lifecycle metadata, and quality warnings.
- [Pages](pages.json) - public page catalog for lightweight consumers.
- [Schema](schema.json) - source and maintenance schema contract.
- [Sources](sources.json) - stable source IDs, page associations, and verification state.
- [Quality report](quality-report.json) - source, citation, review, relation, and retrieval coverage.
- [Update log](log.md) - chronological wiki maintenance history.

## Licensing

Original textual content and knowledge-graph metadata in this bundle are available under CC BY 4.0 only to the extent the licensor owns the applicable rights.
Software, protected media, brand assets, and third-party material have different terms. See the [repository licensing policy](https://github.com/XinbaoQiao/XinbaoWiki/blob/main/LICENSING.md).
Recommended attribution: "Xinbao Qiao and Xinbaopedia contributors, Xinbaopedia, https://github.com/XinbaoQiao/XinbaoWiki, CC BY 4.0." Indicate changes.

## Concepts

### Academic advisor

- [Angela Yingjun Zhang](concepts/Angela_Yingjun_Zhang.md) - CUHK Information Engineering professor and doctoral advisor of Xinbao Qiao.
- [Meng Zhang](concepts/Meng_Zhang.md) - Zhejiang University faculty member and master's advisor of Xinbao Qiao.
- [张萌](concepts/Meng_Zhang_zh.md) - 浙江大学教师，乔鑫宝硕士导师。
- [张颖珺](concepts/Angela_Yingjun_Zhang_zh.md) - 香港中文大学信息工程系教授，乔鑫宝博士导师。

### CV summary

- [Curriculum Vitae](concepts/CV.md) - Academic CV summary for Xinbao Qiao.

### CV 摘要

- [简历](concepts/CV_zh.md) - 乔鑫宝的学术简历摘要。

### Education timeline

- [Education](concepts/Education.md) - Education timeline for Qiao Xinbao.

### Maintenance log

- [Log](concepts/log.md) - Append-only maintenance log for the wiki.

### Model family

- [Random Forest](concepts/Random_Forest.md) - Concept page for random forests as the model class studied in DynFrs.

### PhD student

- [Xinbao Qiao](concepts/Xinbao_Qiao.md) - PhD student in Information Engineering at The Chinese University of Hong Kong; researcher in data-centric ML, AI for Networks, Networks for AI, machine unlearning, and synthetic-data reliability

### Project overview

- [Projects](concepts/Projects.md) - Research projects and project clusters.

### Public research university

- [Shandong University](concepts/Shandong_University.md) - Undergraduate institution of Xinbao Qiao.
- [The Chinese University of Hong Kong](concepts/The_Chinese_University_of_Hong_Kong.md) - Current doctoral institution of Xinbao Qiao.
- [Zhejiang University](concepts/Zhejiang_University.md) - Master's institution of Xinbao Qiao.

### publication

- [Beyond Binary Erasure: Soft-Weighted Unlearning for Fairness and Robustness](concepts/Soft_Weighted_Machine_Unlearning.md) - AAAI 2026 paper on soft-weighted unlearning for fairness and robustness correction.
- [DynFrs: An Efficient Framework for Machine Unlearning in Random Forest](concepts/DynFrs.md) - ICLR 2025 paper on efficient machine unlearning for random forests.
- [DynFrs：随机森林机器遗忘高效框架](concepts/DynFrs_zh.md) - ICLR 2025 论文，研究随机森林中的高效机器遗忘。
- [Hessian-Free Online Certified Unlearning](concepts/Hessian_Free_Online_Certified_Unlearning.md) - ICLR 2025 paper on efficient Hessian-free certified machine unlearning.
- [When Sample Selection Bias Precipitates Model Collapse](concepts/When_Sample_Selection_Bias_Precipitates_Model_Collapse.md) - ICML 2026 paper on low-resource verification regimes, sample-selection bias, model collapse, and collaborative Wasserstein-geometry proxies.
- [无 Hessian 在线认证遗忘](concepts/Hessian_Free_Online_Certified_Unlearning_zh.md) - ICLR 2025 论文，研究无显式 Hessian 求逆的高效认证机器遗忘。
- [样本选择偏差何以促成模型坍缩](concepts/When_Sample_Selection_Bias_Precipitates_Model_Collapse_zh.md) - ICML 2026 论文，研究低资源验证场景、样本选择偏差、模型坍缩与协作 Wasserstein 几何代理。
- [超越二元擦除：用于公平性与鲁棒性的软加权遗忘](concepts/Soft_Weighted_Machine_Unlearning_zh.md) - AAAI 2026 论文，研究用于公平性与鲁棒性修正的软加权机器遗忘。

### Publication list

- [Publications](concepts/Publications.md) - Publication list for Qiao Xinbao.

### Research concept

- [Certified Data Removal](concepts/Certified_Data_Removal.md) - Concept page for deletion guarantees in machine unlearning.
- [Collaborative Evaluation](concepts/Collaborative_Evaluation.md) - Concept page for evaluating models or data processes across multiple parties.
- [Data Selection](concepts/Data_Selection.md) - Concept page for choosing training or evaluation data under reliability constraints.
- [Data Silos](concepts/Data_Silos.md) - Concept page for learning and evaluation when data are distributed across separate holders.
- [Distributed Learning](concepts/Distributed_Learning.md) - Concept page for learning with decentralized data, computation, or communication.
- [Distributed Wasserstein Barycenter](concepts/Distributed_Wasserstein_Barycenter.md) - Concept page for Qiao's work on computing Wasserstein barycenters from distributed local measures.
- [Fairness and Robustness](concepts/Fairness_and_Robustness.md) - Concept page for fairness and robustness as data-centric correction objectives.
- [Influence Functions](concepts/Influence_Functions.md) - Concept page for estimating how training examples affect learned models.
- [Interpretability](concepts/Interpretability.md) - Concept page for explaining model behavior and data influence.
- [LLM Reliability](concepts/LLM_Reliability.md) - Concept page for reliability issues in large language model systems.
- [Model Collapse](concepts/Model_Collapse.md) - Concept page for degenerative distributional drift in recursive model training.
- [Recursive Synthetic Data Training](concepts/Recursive_Synthetic_Data_Training.md) - Concept page for training models repeatedly on data generated by earlier models.
- [Sample Selection Bias](concepts/Sample_Selection_Bias.md) - Concept page for distributional bias introduced by non-representative sample choice.
- [Synthetic Data (concept)](concepts/Synthetic_Data.md) - Concept page for generated data used in training, evaluation, or privacy-preserving collaboration.
- [Wasserstein Geometry](concepts/Wasserstein_Geometry.md) - Concept page for distributional comparison using optimal-transport geometry.

### Research experience

- [Experience](concepts/Experience.md) - Research experience and affiliations.

### Research institute

- [NUSRI-CQ](concepts/NUSRI_CQ.md) - Research internship institution of Xinbao Qiao.

### Research overview

- [Research](concepts/Research.md) - Overview of Xinbao Qiao's research directions and linked topic pages.

### Research topic

- [AI and Networks](concepts/AI_and_Networks.md) - Primary research topic for Qiao Xinbao, covering AI systems under networked data and communication constraints.
- [Data Centric ML](concepts/Data_Centric_Machine_Learning.md) - Research topic focused on data quality, selection, valuation, correction, and governance.
- [Machine Unlearning](concepts/Machine_Unlearning.md) - Research topic on removing or correcting data influence from trained models.
- [Synthetic Data](concepts/Synthetic_Data_and_Model_Collapse.md) - Research topic on synthetic data, recursive training, low-resource verification, selection bias, and model collapse.
- [Trustworthy AI](concepts/Trustworthy_AI.md) - Research topic covering reliability, deletion, fairness, robustness, interpretability, and evaluation.

### Resource inventory

- [Homepage Portrait Resources](concepts/Old_Homepage_Resources.md) - Record of the portrait gallery used by the main biography infobox.

### Technical skills

- [Skills](concepts/Skills.md) - Technical skills listed in Qiao Xinbao's CV.

### Wiki index

- [Index](concepts/index.md) - Navigation index for public Xinbaopedia pages.

### Wiki 索引

- [索引](concepts/index_zh.md) - Xinbaopedia 公开页面导航索引。

### 公立研究型大学

- [山东大学](concepts/Shandong_University_zh.md) - 乔鑫宝本科阶段所在机构。
- [浙江大学](concepts/Zhejiang_University_zh.md) - 乔鑫宝硕士阶段所在机构。
- [香港中文大学](concepts/The_Chinese_University_of_Hong_Kong_zh.md) - 乔鑫宝当前博士阶段所在机构。

### 博士生

- [乔鑫宝](concepts/Qiao_Xinbao_zh.md) - 香港中文大学信息工程系博士生；研究方向包括数据中心 ML、AI for Networks、Networks for AI、机器遗忘和合成数据可靠性

### 技术技能

- [技能](concepts/Skills_zh.md) - 乔鑫宝 CV 中列出的技术技能。

### 教育时间线

- [教育经历](concepts/Education_zh.md) - 乔鑫宝的教育时间线。

### 模型族

- [随机森林](concepts/Random_Forest_zh.md) - 解释 DynFrs 所研究的随机森林模型类别。

### 研究专题

- [AI 与网络](concepts/AI_and_Networks_zh.md) - 乔鑫宝当前主要研究专题，涵盖网络化数据与通信约束下的 AI 系统。
- [可信 AI](concepts/Trustworthy_AI_zh.md) - 覆盖可靠性、删除、公平性、鲁棒性、可解释性和评估的研究专题。
- [合成数据](concepts/Synthetic_Data_and_Model_Collapse_zh.md) - 关于合成数据、递归训练、低资源验证、选择偏差和模型坍缩的研究专题。
- [数据中心 ML](concepts/Data_Centric_Machine_Learning_zh.md) - 关注数据质量、选择、估值、修正和治理的研究专题。
- [机器遗忘](concepts/Machine_Unlearning_zh.md) - 研究如何从已训练模型中删除、降低或纠正数据影响。

### 研究概念

- [Wasserstein 几何](concepts/Wasserstein_Geometry_zh.md) - 解释使用最优传输几何进行分布比较的概念页。
- [公平性与鲁棒性](concepts/Fairness_and_Robustness_zh.md) - 解释公平性与鲁棒性作为数据中心修正目标的概念页。
- [分布式 Wasserstein Barycenter](concepts/Distributed_Wasserstein_Barycenter_zh.md) - 解释乔鑫宝关于从分布式局部测度计算 Wasserstein barycenter 的相关工作。
- [分布式学习](concepts/Distributed_Learning_zh.md) - 解释数据、计算或通信去中心化条件下的学习问题。
- [协作评估](concepts/Collaborative_Evaluation_zh.md) - 解释多方共同评估模型或数据过程的概念页。
- [可解释性](concepts/Interpretability_zh.md) - 解释模型行为和数据影响的概念页。
- [合成数据（概念）](concepts/Synthetic_Data_zh.md) - 解释用于训练、评估或隐私友好协作的生成数据。
- [大语言模型可靠性](concepts/LLM_Reliability_zh.md) - 解释大语言模型系统可靠性问题的概念页。
- [影响函数](concepts/Influence_Functions_zh.md) - 解释估计训练样本如何影响学习模型的概念页。
- [数据孤岛](concepts/Data_Silos_zh.md) - 解释数据分布在不同持有者之间时的学习与评估问题。
- [数据选择](concepts/Data_Selection_zh.md) - 解释在可靠性约束下选择训练或评估数据的概念页。
- [样本选择偏差](concepts/Sample_Selection_Bias_zh.md) - 解释非代表性样本选择引入的分布偏差。
- [模型坍缩](concepts/Model_Collapse_zh.md) - 解释递归模型训练中退化性分布漂移的概念页。
- [认证数据删除](concepts/Certified_Data_Removal_zh.md) - 解释机器遗忘中删除保证的概念页。
- [递归合成数据训练](concepts/Recursive_Synthetic_Data_Training_zh.md) - 解释模型反复使用早期模型生成数据进行训练的过程。

### 研究概览

- [研究](concepts/Research_zh.md) - 乔鑫宝研究方向与相关专题页面概览。

### 研究经历

- [研究经历](concepts/Experience_zh.md) - 研究经历与机构关系。

### 研究院

- [NUSRI-CQ](concepts/NUSRI_CQ_zh.md) - 乔鑫宝研究实习阶段所在机构。

### 维护日志

- [日志](concepts/log_zh.md) - Wiki 的追加式维护日志。

### 论文列表

- [论文](concepts/Publications_zh.md) - 乔鑫宝的论文索引。

### 资源记录

- [主页肖像资源](concepts/Old_Homepage_Resources_zh.md) - 记录个人主页 infobox 使用的肖像图库。

### 项目概览

- [项目](concepts/Projects_zh.md) - 研究项目与项目簇。
