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References (36)

[1]
RovoDev Code Reviewer: A Large-Scale Online Evaluation of LLM-based Code Review Automation at Atlassian
2026Kla Tantithamthavorn, Yaotian Zou et al.
[2]
HgtJIT: Just-in-Time Vulnerability Detection Based on Heterogeneous Graph Transformer
2025Xiaobing Sun, Mingxuan Zhou et al.
[3]
SecureReviewer: Enhancing Large Language Models for Secure Code Review through Secure-aware Fine-tuning
2025Fang Liu, Simiao Liu et al.
[4]
iCodeReviewer: Improving Secure Code Review with Mixture of Prompts
2025Yun Peng, Kisub Kim et al.
[5]
CodeFuse-CR-Bench: A Comprehensiveness-aware Benchmark for End-to-End Code Review Evaluation in Python Projects
2025Hanyang Guo, Xunjin Zheng et al.
[6]
Toward Realistic Evaluations of Just-In-Time Vulnerability Prediction
2025Duong Nguyen, Thanh Le-Cong et al.
[7]
Evaluating Large Language Models for Code Review
2025Umut Cihan, Arda Içöz et al.
[8]
AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenges
2025Ranjan Sapkota, Konstantinos I. Roumeliotis et al.
[9]
Code Review Comprehension: Reviewing Strategies Seen Through Code Comprehension Theories
2025Pavlína Wurzel Gonçalves, Pooja Rani et al.
[10]
BitsAI-CR: Automated Code Review via LLM in Practice
2025Tao Sun, Jian Xu et al.
[11]
Prompting and Fine-tuning Large Language Models for Automated Code Review Comment Generation
2024Md. Asif Haider, Ayesha Binte Mostofa et al.
[12]
An Empirical Study of Static Analysis Tools for Secure Code Review
2024Wachiraphan Charoenwet, Patanamon Thongtanunam et al.
[13]
Hierarchical Tree-structured Knowledge Graph For Academic Insight Survey
2024Jinghong Li, Huy Phan et al.
[14]
CodeAgent: Autonomous Communicative Agents for Code Review
2024Xunzhu Tang, Kisub Kim et al.
[15]
Comparison and Evaluation on Static Application Security Testing (SAST) Tools for Java
2023Kaixuan Li, Sen Chen et al.
[16]
Toward effective secure code reviews: an empirical study of security-related coding weaknesses
2023Wachiraphan Charoenwet, Patanamon Thongtanunam et al.
[17]
ChatGPT for Vulnerability Detection, Classification, and Repair: How Far Are We?
2023Michael Fu, C. Tantithamthavorn et al.
[18]
VulExplainer: A Transformer-Based Hierarchical Distillation for Explaining Vulnerability Types
2023Michael Fu, Van-Anh Nguyen et al.
[19]
Empirical analysis of security-related code reviews in npm packages
2023Mahmoud Alfadel, N. Nagy et al.
[20]
Code-centric Learning-based Just-In-Time Vulnerability Detection
2023Son Nguyen, Thu-Trang Nguyen et al.

Showing 20 of 36 references

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