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Tianyue Luo

3 accepted papers

2026

VFCionX: Bridging Large and Small Models for Robust Vulnerability-Fixing Commit Identification

AAAI 2026technical

Vulnerability-Fixing Commit Identification(VFCI) is a critical task in software security maintenance that aims to automatically identify code commits that patch security vulnerabilities. However, existing approaches face challenges in handling low-quality commit messages and entangled commits, which

Cited by 0SourcePDFScholar
2025

CoreGuard: Safeguarding Foundational Capabilities of LLMs Against Model Stealing in Edge Deployment

NeurIPS 2025poster

Proprietary large language models (LLMs) exhibit strong generalization capabilities across diverse tasks and are increasingly deployed on edge devices for efficiency and privacy reasons. However, deploying proprietary LLMs at the edge without adequate protection introduces critical security threats.…

Cited by 0SourceScholar
2023

Generative Diffusion Prior for Unified Image Restoration and Enhancement

CVPR 2023poster

Existing image restoration methods mostly leverage the posterior distribution of natural images. However, they often assume known degradation and also require supervised training, which restricts their adaptation to complex real applications. In this work, we propose the Generative Diffusion Prior (…

Cited by 240SourcePDFScholar