From Evaluation to Optimisation: Hierarchy-Aware Training Signals for CWE Prediction in Python
cs.LG
Submitted: 2026-07-23
Updated: 2026-07-23
Terminology
Sources
- Comparison of Static Application Security Testing Tools and Large Language Models for Repo-level Vulnerability Detection
- An Empirical Study of Vulnerabilities in Python Packages and Their Detection
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- Execution-based Code Generation using Deep Reinforcement Learning
- LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward
- Guiding AI to Fix Its Own Flaws: An Empirical Study on LLM-Driven Secure Code Generation
- Qwen2.5-Coder Technical Report
- A Study of BFLOAT16 for Deep Learning Training
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