DeepGuard

DeepGuard 📖 Project Overview DeepGuard is an innovative secure code generation approach that enhances large language models' capability for secure code generation through multi-layer semantic aggregation techniques. This method effectively identifies and mitigates security vulnerabilities in code...

From Billion-Scale to Million-Scale Language Models: Operational Capabilities for Embedded Post-Exploitation

Small Language Models SLMs are increasingly attractive for resource-constrained environments due to their low computational footprint. These characteristics also make them candidates for future autonomous malware, where connectivity, latency, privacy, or operational constraints may preclude...

Beyond the Leaderboard: Multi-Dimensional Evaluation of Dense and Mixture-Of-Experts Models for Automated Program Repair

Automated Program Repair APR with language models is usually evaluated by whether a generated patch passes the test suite, which can hide differences in maintainability, security, and computational cost. We propose a Weighted Quality Index QI, inspired by the ISO/IEC 25010 software quality model,...