Xinbao Qiao

Core research

• ResearchResearch overview for Qiao Xinbao.
• AI and NetworksPrimary research topic for Qiao Xinbao, covering AI systems under networked data and communication constraints.
• Data Centric MLResearch topic focused on data quality, selection, valuation, correction, and governance.

Methods and geometry

• Machine UnlearningResearch topic on removing or correcting data influence from trained models.
• Distributed Wasserstein BarycenterConcept page for Qiao's work on computing Wasserstein barycenters from distributed local measures.
• Influence FunctionsConcept page for estimating how training examples affect learned models.

Reliability and trust

• Synthetic DataResearch topic on synthetic data, recursive training, low-resource verification, selection bias, and model collapse.
• Fairness and RobustnessConcept page for fairness and robustness as data-centric correction objectives.
• LLM ReliabilityConcept page for reliability issues in large language model systems.

Indexes

• PublicationsPublication list for Qiao Xinbao.
• ProjectsResearch projects and project clusters.

Selected publications

• Hessian-Free Online Certified UnlearningICLR 2025 paper on efficient Hessian-free certified machine unlearning.
• Beyond Binary Erasure: Soft-Weighted Unlearning for Fairness and RobustnessAAAI 2026 paper on soft-weighted unlearning for fairness and robustness correction.
• When Sample Selection Bias Precipitates Model CollapseICML 2026 paper on low-resource verification regimes, sample-selection bias, model collapse, and collaborative Wasserstein-geometry proxies.

Project pages

• DynFrs: An Efficient Framework for Machine Unlearning in Random ForestICLR 2025 paper on efficient machine unlearning for random forests.
• Collaborative EvaluationConcept page for evaluating models or data processes across multiple parties.

Profile

• Curriculum VitaeStructured CV summary for Qiao Xinbao.
• EducationEducation timeline for Qiao Xinbao.
• ExperienceResearch experience and affiliations.

Institutions

• The Chinese University of Hong KongCurrent doctoral institution of Xinbao Qiao.
• Zhejiang UniversityMaster's institution of Xinbao Qiao.
• Shandong UniversityUndergraduate institution of Xinbao Qiao.
• NUSRI-CQResearch internship institution of Xinbao Qiao.

Academic network

• Angela Yingjun ZhangCUHK Information Engineering professor and doctoral advisor of Xinbao Qiao.
• Meng ZhangZhejiang University faculty member and master's advisor of Xinbao Qiao.