SYSU | ASsured data Centric Learning Lab

Rigorous Science for Trustworthy Data & AI

We study the security, privacy, and reliability of AI — spanning large language models, federated learning, time series intelligence, and modern data systems — to build rigorous theory, practical algorithms, and deployable systems for trustworthy AI and industrial intelligence.

SIGNAL POSTURE

High-trust AI systems

Security, privacy, and robustness are treated as first-class engineering constraints.

LIVE RESEARCH STACK

Time series · LLM safety · FL

A compact frontier toolkit for deployable intelligence.

LLM SecurityLLM PrivacyDifferential PrivacyFederated LearningTime Series AIData ValuationMachine UnlearningData Governance

Signal Flow

24/7

Dynamic research streams and live updates

Trust Layer

A+

Security, privacy, and robustness first

Focus

TSI + LLM

Time series intelligence and trustworthy models

ASCllTrustworthyLLMFederatedLearningDifferentialPrivacyDataValuationTime SeriesIntelligenceRAG &Agent AI

Lab at a Glance

120+

Peer-reviewed Publications

50+

Top-venue & journal papers

6+

Best Paper Awards

5+

Global Collaborations

Join Us

We are actively recruiting PhD students, Master's students, postdocs, and undergraduate research interns. We provide hands-on mentorship, international collaboration opportunities, and a supportive team culture.