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Multi-robot swarms play an essential role in complex missions including battlefield reconnaissance, agricultural pest monitoring, as well as disaster search and rescue. Unfortunately, given the complexity of swarm algorithms, logical…

Cryptography and Security · Computer Science 2025-10-06 Ruoyu Zhou , Zhiwei Zhang , Haocheng Han , Xiaodong Zhang , Zehan Chen , Jun Sun , Yulong Shen , Dehai Xu

Fuzzing is the process of finding security vulnerabilities in input-processing code by repeatedly testing the code with modified inputs. In this paper, we formalize fuzzing as a reinforcement learning problem using the concept of Markov…

Artificial Intelligence · Computer Science 2018-01-16 Konstantin Böttinger , Patrice Godefroid , Rishabh Singh

Smart contracts are regarded as one of the most promising and appealing notions in blockchain technology. Their self-enforcing and event-driven features make some online activities possible without a trusted third party. Nevertheless,…

Cryptography and Security · Computer Science 2021-02-16 Bin Hu , Zongyang Zhang , Jianwei Liu , Yizhong Liu , Jiayuan Yin , Rongxing Lu , Xiaodong Lin

The main problem faced by smart contract platforms is the amount of time and computational power required to reach consensus. In a classical blockchain model, each operation is in fact performed by each node, both to update the status and…

Cryptography and Security · Computer Science 2021-11-11 Alessio Meneghetti , Tommaso Parise , Massimiliano Sala , Daniele Taufer

The emerging blockchain technology supports decentralized computing paradigm shift and is a rapidly approaching phenomenon. While blockchain is thought primarily as the basis of Bitcoin, its application has grown far beyond cryptocurrencies…

Cryptography and Security · Computer Science 2020-06-23 Reza M. Parizi , Ali Dehghantanha , Kim-Kwang Raymond Choo , Amritraj Singh

Fuzzing has become a commonly used approach to identifying bugs in complex, real-world programs. However, interpreters are notoriously difficult to fuzz effectively, as they expect highly structured inputs, which are rarely produced by most…

Cryptography and Security · Computer Science 2023-04-06 Christopher Salls , Chani Jindal , Jake Corina , Christopher Kruegel , Giovanni Vigna

Due to the modern relevance of blockchain technology, smart contracts present both substantial risks and benefits. Vulnerabilities within them can trigger a cascade of consequences, resulting in significant losses. Many current papers…

Cryptography and Security · Computer Science 2023-09-15 Abhinav Jain , Ehan Masud , Michelle Han , Rohan Dhillon , Sumukh Rao , Arya Joshi , Salar Cheema , Saurav Kumar

Modern blockchain systems support creation of smart contracts -- stateful programs hosted and executed on a blockchain. Smart contracts hold and transfer significant amounts of digital currency which makes them an attractive target for…

Software Engineering · Computer Science 2019-06-10 Dmitrii Suvorov , Vladimir Ulyantsev

Formal methods use SMT solvers extensively for deciding formula satisfiability, for instance, in software verification, systematic test generation, and program synthesis. However, due to their complex implementations, solvers may contain…

Software Engineering · Computer Science 2020-04-14 Muhammad Numair Mansur , Maria Christakis , Valentin Wüstholz , Fuyuan Zhang

Smart contracts deployed on blockchain platforms are vulnerable to various security vulnerabilities. However, only a small number of Ethereum contracts have released their source code, so vulnerability detection at the bytecode level is…

Cryptography and Security · Computer Science 2026-02-03 Jiuyang Bu , Wenkai Li , Zongwei Li , Zeng Zhang , Xiaoqi Li

Fuzzing is an effective bug-finding technique but it struggles with complex systems like JavaScript engines that demand precise grammatical input. Recently, researchers have adopted language models for context-aware mutation in fuzzing to…

Cryptography and Security · Computer Science 2024-02-20 Jueon Eom , Seyeon Jeong , Taekyoung Kwon

Smart contracts are programs running on a blockchain. They are immutable to change, and hence can not be patched for bugs once deployed. Thus it is critical to ensure they are bug-free and well-designed before deployment. A Contract defect…

Software Engineering · Computer Science 2020-04-20 Jiachi Chen , Xin Xia , David Lo , John Grundy , Daniel Xiapu Luo , Ting Chen

In an increasingly complex contractual landscape, the demand for transparency, security, and efficiency has intensified. Blockchain technology, with its decentralized and immutable nature, addresses these challenges by reducing intermediary…

Cryptography and Security · Computer Science 2025-07-23 Lambard Maxence , Bertelle Cyrille , Duvallet Claude

Smart contract vulnerability detection draws extensive attention in recent years due to the substantial losses caused by hacker attacks. Existing efforts for contract security analysis heavily rely on rigid rules defined by experts, which…

Cryptography and Security · Computer Science 2021-07-27 Zhenguang Liu , Peng Qian , Xiaoyang Wang , Yuan Zhuang , Lin Qiu , Xun Wang

Smart contract vulnerabilities have led to billions in losses, yet finding actionable exploits remains challenging. Traditional fuzzers rely on rigid heuristics and struggle with complex attacks, while human auditors are thorough but slow…

Cryptography and Security · Computer Science 2026-01-13 Arthur Gervais , Liyi Zhou

Industrial control systems (ICS) are vital to modern infrastructure but increasingly vulnerable to cybersecurity threats, particularly through weaknesses in their communication protocols. This paper presents MALF (Multi-Agent LLM Fuzzing…

Cryptography and Security · Computer Science 2025-10-06 Bowei Ning , Xuejun Zong , Kan He

Blockchain technology (BT) Ethereum Smart Contracts allows programmable transactions that involve the transfer of monetary assets among peers on a BT network independent of a central authorizing agency. Ethereum Smart Contracts are programs…

Cryptography and Security · Computer Science 2021-05-21 Noama Fatima Samreen , Manar H. Alalfi

Smart contracts are computer programs running on blockchains to automate the transaction execution between users. The absence of contract specifications poses a real challenge to the correctness verification of smart contracts. Program…

Software Engineering · Computer Science 2024-01-02 Ye Liu , Chengxuan Zhang , Yi Li.

Context: Exhaustive fuzzing of modern JavaScript engines is infeasible due to the vast number of program states and execution paths. Coverage-guided fuzzers waste effort on low-risk inputs, often ignoring vulnerability-triggering ones that…

Software Engineering · Computer Science 2025-12-23 Kishan Kumar Ganguly , Tim Menzies

Coverage-guided Greybox Fuzzing (CGF) is one of the most successful and widely-used techniques for bug hunting. Two major approaches are adopted to optimize CGF: (i) to reduce search space of inputs by inferring relationships between input…

Cryptography and Security · Computer Science 2022-01-13 Kunpeng Zhang , Xi Xiao , Xiaogang Zhu , Ruoxi Sun , Minhui Xue , Sheng Wen
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