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🔍 barnabas poczos 📂 Computer Science
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Computer Science Preprint PDF DOI

FlashSpread: IO-Aware GPU Simulation of Non-Markovian Epidemic Dynamics via Kernel Fusion

Heman Shakeri, Behnaz Moradi-Jamei, Aram Vajdi, Ehsan Ardjmand · 2026

Non-Markovian (renewal) epidemic simulation on multi-million-node contact networks is essential for realistic forecasting under general age-dependent holding-time distributions (log-normal, Weibull, E…

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Computer Science Preprint PDF DOI

V2E: Validating Smart Contract Vulnerabilities through Profit-driven Exploit Generation and Execution

Jingwen Zhang, Yuhong Nan, Kaiwen Ning, Mingxi Ye, Wei Li, Yuming Xiao, Yuming Feng, Weizhe Zhang, Zibin Zheng · 2026

Smart contracts are a critical component of blockchain systems. Due to the large amount of digital assets carried by smart contracts, their security is of critical importance. Although numerous tools …

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Computer Science Preprint PDF DOI

AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

Zijie Zhao, Chenyuan Yang, Weidong Wang, Yihan Yang, Ziqi Zhang, Lingming Zhang · 2026

While recent LLM-based agents can identify many candidate bugs in source code, their reports remain static hypotheses that require manual validation, limiting the practicality of automated bug detecti…

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Computer Science Preprint PDF DOI

Triggering and Detecting Exploitable Library Vulnerability from the Client by Directed Greybox Fuzzing

Yukai Zhao, Menghan Wu, Xing Hu, Shaohua Wang, Meng Luo, Xin Xia · 2026

Developers utilize third-party libraries to improve productivity, which also introduces potential security risks. Existing approaches generate tests for public functions to trigger library vulnerabili…

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Computer Science Preprint PDF DOI

DancingBox: A Lightweight MoCap System for Character Animation from Physical Proxies

Haocheng Yuan, Adrien Bousseau, Hao Pan, Lei Zhong, Changjian Li · 2026

Creating compelling 3D character animations typically requires either expert use of professional software or expensive motion capture systems operated by skilled actors. We present DancingBox, a light…

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Computer Science Preprint PDF DOI

Peeling Off the Cocoon: Unveiling Suppressed Golden Seeds for Mutational Greybox Fuzzing

Ruixiang Qian, Chunrong Fang, Zengxu Chen, Youxin Fu, Zhenyu Chen · 2026

PoCo is a technique that aims to enhance modern coverage-based seed selection (CSS) techniques (such as afl-cmin) by gradually removing obstacle conditional statements and conducting deeper seed selec…

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Computer Science Preprint PDF DOI

I Can't Believe It's Not a Valid Exploit

Derin Gezgin, Amartya Das, Shinhae Kim, Zhengdong Huang, Nevena Stojkovic, Claire Wang · 2026

Recently Large Language Models (LLMs) have been used in security vulnerability detection tasks including generating proof-of-concept (PoC) exploits. A PoC exploit is a program used to demonstrate how …

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Computer Science Preprint PDF DOI

From Transactions to Exploits: Automated PoC Synthesis for Real-World DeFi Attacks

Xing Su, Hao Wu, Hanzhong Liang, Yunlin Jiang, Yuxi Cheng, Yating Liu, Fengyuan Xu · 2026

Blockchain systems are increasingly targeted by on-chain attacks that exploit contract vulnerabilities to extract value rapidly and stealthily, making systematic analysis and reproduction highly chall…

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Computer Science Preprint PDF DOI

SmartPoC: Generating Executable and Validated PoCs for Smart Contract Bug Reports

Longfei Chen, Ruibin Yan, Taiyu Wong, Yiyang Chen, Jialai Wang, Chao Zhang · 2025

Smart contracts are commonly audited through static analysis to explore vulnerabilities. However, static approaches typically produce heterogeneous findings rather than reproducible, executable proof-…

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Computer Science Preprint PDF DOI

PoCo: Agentic Proof-of-Concept Exploit Generation for Smart Contracts

Vivi Andersson, Sofia Bobadilla, Harald Hobbelhagen, Martin Monperrus · 2025

Smart contracts operate in a highly adversarial environment, where vulnerabilities can lead to substantial financial losses. Thus, smart contracts are subject to security audits. In auditing, proof-of…

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Computer Science Preprint PDF DOI

A Systematic Study on Generating Web Vulnerability Proof-of-Concepts Using Large Language Models

Mengyao Zhao, Kaixuan Li, Lyuye Zhang, Wenjing Dang, Chenggong Ding, Sen Chen, Zheli Liu · 2025

Recent advances in Large Language Models (LLMs) have brought remarkable progress in code understanding and reasoning, creating new opportunities and raising new concerns for software security. Among m…

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Computer Science Preprint PDF DOI

A Graph-Neural-Network-Entropy model of vital node identification on network attack and propagation

Huaizhi Liao, Tian Qiu, Guang Chen · 2025

Vital nodes usually play a key role in complex networks. Uncovering these nodes is an important task in protecting the network, especially when the network suffers intentional attack. Many existing me…

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Computer Science Preprint PDF DOI

VulnRepairEval: An Exploit-Based Evaluation Framework for Assessing Large Language Model Vulnerability Repair Capabilities

Weizhe Wang, Wei Ma, Qiang Hu, Yao Zhang, Jianfei Sun, Bin Wu, Yang Liu, Guangquan Xu, Lingxiao Jiang · 2025

The adoption of Large Language Models (LLMs) for automated software vulnerability patching has shown promising outcomes on carefully curated evaluation sets. Nevertheless, existing datasets predominan…

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Computer Science Preprint PDF DOI

Development and Evaluation of an AI-Driven Telemedicine System for Prenatal Healthcare

Juan Barrientos, Michaelle Perez, Douglas Gonzalez, Favio Reyna, Julio Fajardo, Andrea Lara · 2025

Access to obstetric ultrasound is often limited in low-resource settings, particularly in rural areas of low- and middle-income countries. This work proposes a human-in-the-loop artificial intelligenc…

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Computer Science Preprint PDF DOI

Enhancing Spectrogram Realism in Singing Voice Synthesis via Explicit Bandwidth Extension Prior to Vocoder

Runxuan Yang, Kai Li, Guo Chen, Xiaolin Hu · 2025

This paper addresses the challenge of enhancing the realism of vocoder-generated singing voice audio by mitigating the distinguishable disparities between synthetic and real-life recordings, particula…

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Computer Science Preprint PDF DOI

Prompt to Pwn: Automated Exploit Generation for Smart Contracts

ZeKe Xiao, Qin Wang, Yuekang Li, Shiping Chen · 2025

Smart contracts are important for digital finance, yet they are hard to patch once deployed. Prior work has mainly explored LLMs for smart contract vulnerability detection, leaving end-to-end automate…

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Computer Science Preprint PDF DOI

Uncovering Latent Connections in Indigenous Heritage: Semantic Pipelines for Cultural Preservation in Brazil

Luis Vitor Zerkowski, Nina S. T. Hirata · 2025

Indigenous communities face ongoing challenges in preserving their cultural heritage, particularly in the face of systemic marginalization and urban development. In Brazil, the Museu Nacional dos Povo…

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Computer Science Preprint PDF DOI

A Lightweight Deep Learning-based Model for Ranking Influential Nodes in Complex Networks

Mohammed A. Ramadhan, Abdulhakeem O. Mohammed · 2025

Identifying influential nodes in complex networks is a critical task with a wide range of applications across different domains. However, existing approaches often face trade-offs between accuracy and…

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Computer Science Preprint PDF DOI

PBiLoss: Popularity-Aware Regularization to Improve Fairness in Graph-Based Recommender Systems

Mohammad Naeimi, Mostafa Haghir Chehreghani · 2025

Recommender systems based on graph neural networks (GNNs) have been proved to perform well on user-item interactions. However, they commonly suffer from popularity bias -- the tendency to over-recomme…

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Computer Science Preprint PDF DOI

Dynamic Simulation Framework for Disinformation Dissemination and Correction With Social Bots

Boyu Qiao, Kun Li, Wei Zhou, Songlin Hu · 2025

In the human-bot symbiotic information ecosystem, social bots play key roles in spreading and correcting disinformation. Understanding their influence is essential for risk control and better governan…

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