Cover Image

PoC-Adapt: Semantic-Aware Automated Vulnerability Reproduction with LLM Multi-Agents and Reinforcement Learning-Driven Adaptive Policy

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Duy, Phan The, Ngo-Khanh, Khoa, Quyen, Nguyen Huu, Pham, Van-Hau
Format:	Preprint
Published:	2026
Subjects:	Cryptography and Security
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

xOffense: An Autonomous Multi-Agent Framework for Penetration Testing with Domain-Adapted Large Language Models
by: Luong, Phung Duc, et al.
Published: (2025)

ContractShield: Bridging Semantic-Structural Gaps via Hierarchical Cross-Modal Fusion for Multi-Label Vulnerability Detection in Obfuscated Smart Contracts
by: Tran-Duong, Minh-Dai, et al.
Published: (2026)

Consensus-Driven Group Recommendation on Sparse Explicit Feedback: A Collaborative Filtering and Choquet-Borda Aggregation Framework
by: Van, Anh Nguyen, et al.
Published: (2026)

Patch-to-PoC: A Systematic Study of Agentic LLM Systems for Linux Kernel N-Day Reproduction
by: Pu, Juefei, et al.
Published: (2026)

Red-MIRROR: Agentic LLM-based Autonomous Penetration Testing with Reflective Verification and Knowledge-augmented Interaction
by: Khang, Tran Vy, et al.
Published: (2026)

PenTiDef: Decentralized Federated Intrusion Detection System with Differential Privacy and Latent-Space Defense via Blockchain Coordination in IIoT
by: Duy, Phan The, et al.
Published: (2026)

Algorithmic Synchronicity and Perceived Relational Reciprocity: A Multi‐Method Investigation of Consumer Trust and Loyalty in AI ‐Driven Retail Ecosystems
by: Phan Khanh Duy, et al.
Published: (2026)

Angular Estimation Comparison with ISAC PoC
by: Felix, Alexander, et al.
Published: (2025)

Sift or Get Off the PoC: Applying Information Retrieval to Vulnerability Research with SiftRank
by: Gross, Caleb
Published: (2025)

From Transactions to Exploits: Automated PoC Synthesis for Real-World DeFi Attacks
by: Su, Xing, et al.
Published: (2026)

SmartPoC: Generating Executable and Validated PoCs for Smart Contract Bug Reports
by: Chen, Longfei, et al.
Published: (2025)

PoC-Gym: Towards More Reliable LLM-Assisted Proof-of-Concept Exploit Generation
by: Gezgin, Derin, et al.
Published: (2026)

Lifelong Event Detection via Optimal Transport
by: Dao, Viet, et al.
Published: (2024)

Towards Personalized AI Education: Context‐Aware Retrieval‐Augmented Generation With Grade‐Level LLM Adaptation
by: Vinh Dinh Nguyen, et al.
Published: (2026)

uGen: An Agentic Framework for Generating Microarchitectural Attack PoCs
by: Dipta, Debopriya Roy, et al.
Published: (2026)

ORACAL: A Robust and Explainable Multimodal Framework for Smart Contract Vulnerability Detection with Causal Graph Enrichment
by: Dai, Tran Duong Minh, et al.
Published: (2026)

Sustainable development during economic uncertainty: What drives large construction firms to perform corporate social responsibility?
by: Minh Van Nguyen, et al.
Published: (2024)

Analysis and Forecasting of Bitcoin Price Volatility: A Deep Learning Approach Using DNN, LSTM, Transformers, and the ARMA‐GARCH Model
by: Phung Duy Quang, et al.
Published: (2025)

Enhancing Accuracy-Privacy Trade-off in Differentially Private Split Learning
by: Pham, Ngoc Duy, et al.
Published: (2023)

LLM Agents for Automated Web Vulnerability Reproduction: Are We There Yet?
by: Liu, Bin, et al.
Published: (2025)

MemORAI: Memory Organization and Retrieval via Adaptive Graph Intelligence for LLM Conversational Agents
by: Van, Hung Pham, et al.
Published: (2026)

NeuroMax: Enhancing Neural Topic Modeling via Maximizing Mutual Information and Group Topic Regularization
by: Pham, Duy-Tung, et al.
Published: (2024)

DMLDroid: Deep Multimodal Fusion Framework for Android Malware Detection with Resilience to Code Obfuscation and Adversarial Perturbations
by: Trung, Doan Minh, et al.
Published: (2025)

A Concept is More Than a Word: Diversified Unlearning in Text-to-Image Diffusion Models
by: Pham, Duc Hao, et al.
Published: (2026)

PoC: Performance-oriented Context Compression for Large Language Models via Performance Prediction
by: Zhao, Runsong, et al.
Published: (2026)

REBot: From RAG to CatRAG with Semantic Enrichment and Graph Routing
by: Ma, Thanh, et al.
Published: (2025)

Momentum Contrastive Learning with Enhanced Negative Sampling and Hard Negative Filtering
by: Hoang, Duy, et al.
Published: (2025)

RESOUND: Speech Reconstruction from Silent Videos via Acoustic-Semantic Decomposed Modeling
by: Pham, Long-Khanh, et al.
Published: (2025)

Precision or Peril: A PoC of Python Code Quality from Quantized Large Language Models
by: Melin, Eric L., et al.
Published: (2024)

Second-Order Subdifferential Optimality Conditions in Nonsmooth Optimization
by: Khanh, Pham Duy, et al.
Published: (2023)

Production of charged Higgs bosons associated with CP-even Higgs bosons at future multi--TeV muon colliders
by: Pham, Quang Hoang-Minh, et al.
Published: (2025)

Few-Shot, No Problem: Descriptive Continual Relation Extraction
by: Thanh, Nguyen Xuan, et al.
Published: (2025)

Split Learning without Local Weight Sharing to Enhance Client-side Data Privacy
by: Pham, Ngoc Duy, et al.
Published: (2022)

Householder Pseudo-Rotation: A Novel Approach to Activation Editing in LLMs with Direction-Magnitude Perspective
by: Pham, Van-Cuong, et al.
Published: (2024)

Tartaric Acid‐Engineered g‐C 3 N 5 Nanosheets With Improved Charge Separation for Visible‐Light‐Driven Degradation of Tetracycline
by: Vinh Huu Nguyen, et al.
Published: (2026)

Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models
by: Pham, Duy Khoa, et al.
Published: (2024)

Selective Off-Policy Reference Tuning with Plan Guidance
by: Le, Duc Anh, et al.
Published: (2026)

E-FreeM2: Efficient Training-Free Multi-Scale and Cross-Modal News Verification via MLLMs
by: Phan, Van-Hoang, et al.
Published: (2025)

Evaluating the accuracy of DFT functionals applying for determining geometries of coumarin derivatives using the averaged Cartesian atomic coordinates
by: Nguyen Khoa Hien, et al.
Published: (2025)

Are sanctions costly for the energy industry of sanctioning states? A difference‐in‐differences approach to sanctions during the Russia–Ukraine war
by: Phuc Van Nguyen, et al.
Published: (2024)