3 papers
cs.SE2026
Fine-Tuning Qwen3-27B for C-to-Rust Code Translation: A Three-Stage Curriculum of Pretraining, Debugging-Aware SFT, and Task-Specific SFT
Pu Zhao, Changdi Yang, Yixiao Chen +4
Translating C code into safe, idiomatic Rust is a longstanding software-engineering goal because it can eliminate entire classes of memory-safety vulnerabilities while preserving t…
cs.CR2026
DIG: Oracle-Guided Directed Input Generation for One-Day Vulnerabilities
Andrew Bao, Haochen Zeng, Peng Chen +2
One-day vulnerabilities pose significant risks due to delayed or incomplete patch adoption. Generating proof-of-concept (PoC) inputs is therefore essential for assessing real-world…
cs.CR2025
PBFuzz: Agentic Directed Fuzzing for PoV Generation
Haochen Zeng, Andrew Bao, Jiajun Cheng +1
Proof-of-Vulnerability (PoV) input generation is a critical task in software security and supports downstream applications such as path generation and validation. Generating a PoV…