Research directions and demonstrators6

Demonstrators that integrate the R, I, S and E layers, each driven by several members.

Research direction Active

Secure and Auditable AI Agents

Finding, measuring and containing the security risks of LLM agents and their skill and tool ecosystems, so that agents acting on behalf of people and organisations can be trusted and audited.

I E R

Yi Liu, Leo Zhang, Yanjun Zhang and 2 more

Research direction Proposed

Privacy-Preserving Cyber-Threat Intelligence Sharing

Letting organisations pool indicators, incidents and attack analytics without exposing the sensitive data behind them, using secure computation, differential privacy and cryptographic access control.

S I E

Leo Zhang, Yanjun Zhang, Qinyi Li

Research direction Proposed

Secure Collaborative Analytics

Practical secure multi-party computation, homomorphic encryption and trusted-execution designs that let several organisations compute joint insights on health, financial and security data without revealing their inputs.

S E

Qinyi Li, Leo Zhang, He Zhang

Research direction Active

Continuous Assurance and Red-Team Pipelines

Reusable benchmarks, automated penetration testing, fuzzing and adversarial evaluation that measure whether software, networks and AI systems stay secure as they change.

E R I

Yi Liu, Wei Song, Leo Zhang and 1 more

Funded projects2

Externally funded work with industry and government partners.

Software and artefacts2

Tools, datasets and deployable systems.

Software Active

PentestGPT

An open-source, LLM-powered penetration-testing assistant that plans, reasons and keeps track of an engagement, evaluated at USENIX Security 2024 and used by practitioners worldwide.

E I

Yi Liu

Software Active

Digital Content Protector

Deployable verification of watermarks in AI-generated and AI-edited content, developed with CSIRO Data61 to help platforms and users tell authentic media from manipulated media.

R S E

Wei Song

Interested in collaborating on a demonstrator or funded project? See industry and government partnership.