NeuroLog: Reasoning You Can Audit -- Neuro-Symbolic Vulnerability Discovery via LLM Facts, Datalog, and SMT
Fuente:
arXiv
Saved in:
| Main Author: | Rawat, Sanjay |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
The Specification as Quality Gate: Three Hypotheses on AI-Assisted Code Review
by: Zietsman, Christo
Published: (2026)
by: Zietsman, Christo
Published: (2026)
AIRA: AI-Induced Risk Audit: A Structured Inspection Framework for AI-Generated Code
by: Parris, William M.
Published: (2026)
by: Parris, William M.
Published: (2026)
Adaptive and AI-Augmented Security Testing: A Systematic Survey of Program Analysis, Feedback-Driven Testing, and Hybrid Learning-Based Approaches
by: Wienczkowski, Michael
Published: (2026)
by: Wienczkowski, Michael
Published: (2026)
Validating Solidity Code Defects using Symbolic and Concrete Execution powered by Large Language Models
by: Susan, Ştefan-Claudiu, et al.
Published: (2025)
by: Susan, Ştefan-Claudiu, et al.
Published: (2025)
Point Intervention: Improving ACVP Test Vector Generation Through Human Assisted Fuzzing
by: Gridin, Iaroslav, et al.
Published: (2024)
by: Gridin, Iaroslav, et al.
Published: (2024)
Towards a Probabilistic Framework for Analyzing and Improving LLM-Enabled Software
by: Baldonado, Juan Manuel, et al.
Published: (2025)
by: Baldonado, Juan Manuel, et al.
Published: (2025)
Iterative Audit Convergence in LLM-Managed Multi-Agent Systems: A Case Study in Prompt Engineering Quality Assurance
by: Calboreanu, Elias
Published: (2026)
by: Calboreanu, Elias
Published: (2026)
Automated structural testing of LLM-based agents: methods, framework, and case studies
by: Kohl, Jens, et al.
Published: (2026)
by: Kohl, Jens, et al.
Published: (2026)
CovRL: Fuzzing JavaScript Engines with Coverage-Guided Reinforcement Learning for LLM-based Mutation
by: Eom, Jueon, et al.
Published: (2024)
by: Eom, Jueon, et al.
Published: (2024)
Monitoring Agentic Systems Before They're Reliable
by: Boston, Marisa Ferrara, et al.
Published: (2026)
by: Boston, Marisa Ferrara, et al.
Published: (2026)
AgentEval: DAG-Structured Step-Level Evaluation for Agentic Workflows with Error Propagation Tracking
by: Guo, Dongxin, et al.
Published: (2026)
by: Guo, Dongxin, et al.
Published: (2026)
LLMLOOP: Improving LLM-Generated Code and Tests through Automated Iterative Feedback Loops
by: Ravi, Ravin, et al.
Published: (2026)
by: Ravi, Ravin, et al.
Published: (2026)
Evaluating Cryptographic API Misuse Detectors for Go
by: Andersson, Vivi, et al.
Published: (2026)
by: Andersson, Vivi, et al.
Published: (2026)
Automated Vulnerability Detection Using Deep Learning Technique
by: Yang, Guan-Yan, et al.
Published: (2024)
by: Yang, Guan-Yan, et al.
Published: (2024)
VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMs
by: Daneshvar, Seyed Shayan, et al.
Published: (2024)
by: Daneshvar, Seyed Shayan, et al.
Published: (2024)
RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing
by: Guo, Jinyao, et al.
Published: (2025)
by: Guo, Jinyao, et al.
Published: (2025)
A Survey of Protocol Fuzzing
by: Zhang, Xiaohan, et al.
Published: (2024)
by: Zhang, Xiaohan, et al.
Published: (2024)
DEFault++: Automated Fault Detection, Categorization, and Diagnosis for Transformer Architectures
by: Jahan, Sigma, et al.
Published: (2026)
by: Jahan, Sigma, et al.
Published: (2026)
Testing SSD Firmware with State Data-Aware Fuzzing: Accelerating Coverage in Nondeterministic I/O Environments
by: Yoon, Gangho, et al.
Published: (2025)
by: Yoon, Gangho, et al.
Published: (2025)
SWE-ABS: Adversarial Benchmark Strengthening Exposes Inflated Success Rates on Test-based Benchmark
by: Yu, Boxi, et al.
Published: (2026)
by: Yu, Boxi, et al.
Published: (2026)
Combined Program Analysis Techniques: A Systematic Mapping Study
by: Braione, Pietro, et al.
Published: (2026)
by: Braione, Pietro, et al.
Published: (2026)
QUT: A Unit Testing Framework for Quantum Subroutines
by: Klymenko, Mykhailo V., et al.
Published: (2025)
by: Klymenko, Mykhailo V., et al.
Published: (2025)
Automatically Detecting Numerical Instability in Machine Learning Applications via Soft Assertions
by: Sharmin, Shaila, et al.
Published: (2025)
by: Sharmin, Shaila, et al.
Published: (2025)
Generative transformations and patterns in LLM-native approaches for software verification and falsification
by: Braberman, Víctor A., et al.
Published: (2024)
by: Braberman, Víctor A., et al.
Published: (2024)
On the Soundness and Consistency of LLM Agents for Executing Test Cases Written in Natural Language
by: Salva, Sébastien, et al.
Published: (2025)
by: Salva, Sébastien, et al.
Published: (2025)
Validating Formal Specifications with LLM-generated Test Cases
by: Cunha, Alcino, et al.
Published: (2025)
by: Cunha, Alcino, et al.
Published: (2025)
From Scientific Texts to Verifiable Code: Automating the Process with Transformers
by: Wang, Changjie, et al.
Published: (2025)
by: Wang, Changjie, et al.
Published: (2025)
Comparing Human and LLM Generated Code: The Jury is Still Out!
by: Licorish, Sherlock A., et al.
Published: (2025)
by: Licorish, Sherlock A., et al.
Published: (2025)
Imandra CodeLogician: Neuro-Symbolic Reasoning for Precise Analysis of Software Logic
by: Lin, Hongyu, et al.
Published: (2026)
by: Lin, Hongyu, et al.
Published: (2026)
Abacus: A Cost-Based Optimizer for Semantic Operator Systems
by: Russo, Matthew, et al.
Published: (2025)
by: Russo, Matthew, et al.
Published: (2025)
Synthesizing Test Cases for Narrowing Specification Candidates
by: Cunha, Alcino, et al.
Published: (2025)
by: Cunha, Alcino, et al.
Published: (2025)
Test Case Features as Hyper-heuristics for Inductive Programming
by: McDaid, Edward, et al.
Published: (2024)
by: McDaid, Edward, et al.
Published: (2024)
Redacted
by: de Lima, Bruno Rucy Carneiro Alves, et al.
Published: (2023)
by: de Lima, Bruno Rucy Carneiro Alves, et al.
Published: (2023)
Tractable Verification of Model Transformations: A Cutoff-Theorem Approach for DSLTrans
by: Lucio, Levi
Published: (2026)
by: Lucio, Levi
Published: (2026)
Instruction and Solution Probabilities as Heuristics for Inductive Programming
by: McDaid, Edward, et al.
Published: (2025)
by: McDaid, Edward, et al.
Published: (2025)
Gypscie: A Cross-Platform AI Artifact Management System
by: Porto, Fabio, et al.
Published: (2026)
by: Porto, Fabio, et al.
Published: (2026)
Continuous Discovery of Vulnerabilities in LLM Serving Systems with Fuzzing
by: Zhao, Yunze, et al.
Published: (2026)
by: Zhao, Yunze, et al.
Published: (2026)
Understanding and Reusing Test Suites Across Database Systems
by: Zhong, Suyang, et al.
Published: (2024)
by: Zhong, Suyang, et al.
Published: (2024)
Implementing Knowledge Representation and Reasoning with Object Oriented Design
by: Bassiouny, Abdelrhman, et al.
Published: (2026)
by: Bassiouny, Abdelrhman, et al.
Published: (2026)
SDVDiag: Using Context-Aware Causality Mining for the Diagnosis of Connected Vehicle Functions
by: Weiß, Matthias, et al.
Published: (2026)
by: Weiß, Matthias, et al.
Published: (2026)
Similar Items
-
The Specification as Quality Gate: Three Hypotheses on AI-Assisted Code Review
by: Zietsman, Christo
Published: (2026) -
AIRA: AI-Induced Risk Audit: A Structured Inspection Framework for AI-Generated Code
by: Parris, William M.
Published: (2026) -
Adaptive and AI-Augmented Security Testing: A Systematic Survey of Program Analysis, Feedback-Driven Testing, and Hybrid Learning-Based Approaches
by: Wienczkowski, Michael
Published: (2026) -
Validating Solidity Code Defects using Symbolic and Concrete Execution powered by Large Language Models
by: Susan, Ştefan-Claudiu, et al.
Published: (2025) -
Point Intervention: Improving ACVP Test Vector Generation Through Human Assisted Fuzzing
by: Gridin, Iaroslav, et al.
Published: (2024)