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Xiaoxue Ren

3 accepted papers

2026

HackWorld: Evaluating Computer-Use Agents on Exploiting Web Application Vulnerabilities

ICLR 2026poster

Web applications are prime targets for cyberattacks due to their role as entry points to vital services and sensitive data repositories. Traditional penetration testing is expensive and requires specialized expertise, creating scalability challenges for securing the expanding web ecosystem. While la…

Cited by 0SourcecodeScholar
2026

Plan-Answer-Refine-on-Graph: Structured Planning and Self-Refinement for Large Language Model Reasoning on Knowledge Graphs

ICLR 2026poster

Incorporating knowledge graphs (KGs) into large language model (LLM) reasoning has shown promise in alleviating hallucinations and factual errors. Although existing paradigms of KG-augmented LLMs have achieved encouraging results, they still exhibit notable limitations when handling multi-hop reason…

Cited by 0SourceScholar
2024

JumpCoder: Go Beyond Autoregressive Coder via Online Modification

ACL 2024long

While existing code large language models (code LLMs) exhibit impressive capabilities in code generation, their autoregressive sequential generation inherently lacks reversibility. This limitation hinders them from timely correcting previous missing statements during coding as humans do, often leadi…