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A promising way to overcome the scalability limitations of the current blockchain is to use sharding, which is to split the transaction processing among multiple, smaller groups of nodes. A well-performed blockchain sharding system requires…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-31 Mingzhe Li , You Lin , Wei Wang , Jin Zhang

Modern software package registries like PyPI have become critical infrastructure for software development, but are increasingly exploited by threat actors distributing malicious packages with sophisticated multi-stage attack chains. While…

Cryptography and Security · Computer Science 2026-01-13 Takaaki Toda , Tatsuya Mori

Reinforcement Learning from Human Feedback (RLHF) remains vulnerable to reward hacking, where models exploit spurious correlations in learned reward models to achieve high scores while violating human intent. Existing mitigations rely on…

Artificial Intelligence · Computer Science 2026-02-03 Mohammad Beigi , Ming Jin , Junshan Zhang , Qifan Wang , Lifu Huang

In order to assess the risks of a network system, it is important to investigate the behaviors of attackers after successful exploitation, which is called post-exploitation. Although there are various efficient tools supporting…

Cryptography and Security · Computer Science 2023-09-28 Van-Hau Pham , Hien Do Hoang , Phan Thanh Trung , Van Dinh Quoc , Trong-Nghia To , Phan The Duy

Advanced Persistent Threats (APTs) are sophisticated multi-step attacks, planned and executed by skilled adversaries targeting modern government and enterprise networks. Intrusion Detection Systems (IDSs) and User and Entity Behavior…

Cryptography and Security · Computer Science 2021-01-08 Hazem M. Soliman , Geoff Salmon , Dušan Sovilj , Mohan Rao

Some text generation tasks, such as Attribute Value Extraction (AVE), require decoding multiple independent sequences from the same document context. While standard autoregressive decoding is slow due to its sequential nature, the…

Computation and Language · Computer Science 2026-04-30 Theodore Glavas , Nikhita Vedula , Dushyanta Dhyani , Yilun Zhu , Shervin Malmasi

LLM agents are increasingly relevant to research domains such as vulnerability discovery. Yet, the strongest systems remain closed and cloud-only, making them resource-intensive, difficult to reproduce, and unsuitable for work involving…

Cryptography and Security · Computer Science 2026-03-19 Philipp Normann , Andreas Happe , Jürgen Cito , Daniel Arp

Path MTU Discovery (PMTUD) and IP address sharing are integral aspects of modern Internet infrastructure. In this paper, we investigate the security vulnerabilities associated with PMTUD within the context of prevalent IP address sharing…

Cryptography and Security · Computer Science 2025-09-16 Xuewei Feng , Zhaoxi Li , Qi Li , Ziqiang Wang , Kun Sun , Ke Xu

Obfuscation raises the interpretation cost of smart-contract auditing, yet its signals are hard to transfer across chains. We present HOBFNET, a fast surrogate of OBFPROBE, enabling million-scale cross-chain scoring. The model aligns with…

Cryptography and Security · Computer Science 2026-02-02 Yao Zhao , Zhang Sheng , Shengchen Duan , Shen Wang , Daoyuan Wu , Zhiyuan Wan

Many organizations rely on Threat Intelligence (TI) feeds to assess the risk associated with security threats. Due to the volume and heterogeneity of data, it is prohibitive to manually analyze the threat information available in different…

Cryptography and Security · Computer Science 2024-09-13 Kajal Patel , Zubair Shafiq , Mateus Nogueira , Daniel Sadoc Menasché , Enrico Lovat , Taimur Kashif , Ashton Woiwood , Matheus Martins

Advanced software supply chain (SSC) attacks are increasingly runtime-only and leave fragmented evidence across hosts, services, and build/dependency layers, so any single telemetry stream is inherently insufficient to reconstruct full…

Cryptography and Security · Computer Science 2026-03-18 Zhuoran Tan , Wenbo Guo , Taylor Brierley , Jiewen Luo , Jeremy Singer , Christos Anagnostopoulos

Efficiency is essential to support ever-growing datasets, especially for Deep Learning (DL) systems. DL frameworks have traditionally embraced deferred execution-style DL code -- supporting symbolic, graph-based Deep Neural Network (DNN)…

Software Engineering · Computer Science 2025-10-07 Raffi Khatchadourian , Tatiana Castro Vélez , Mehdi Bagherzadeh , Nan Jia , Anita Raja

Federated learning has emerged as a prominent privacy-preserving technique for leveraging large-scale distributed datasets by sharing gradients instead of raw data. However, recent studies indicate that private training data can still be…

Cryptography and Security · Computer Science 2025-09-30 Tamer Ahmed Eltaras , Qutaibah Malluhi , Alessandro Savino , Stefano Di Carlo , Adnan Qayyum

Multi-stage threats like advanced persistent threats (APT) pose severe risks by stealing data and destroying infrastructure, with detection being challenging. APTs use novel attack vectors and evade signature-based detection by obfuscating…

Cryptography and Security · Computer Science 2024-06-21 Florian Nelles , Abbas Yazdinejad , Ali Dehghantanha , Reza M. Parizi , Gautam Srivastava

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 automated exploit generation (AEG) much less…

Cryptography and Security · Computer Science 2026-04-22 ZeKe Xiao , Qin Wang , Yuekang Li , Shiping Chen

In today's blockchain system, designing a secure and high throughput blockchain on par with a centralized payment system is a difficult task. Sharding is one of the most worthwhile emerging technologies for improving the system throughput…

Cryptography and Security · Computer Science 2026-05-28 Chenyu Huang , Zeyu Wang , Huangxun Chen , Qiwei Hu , Qian Zhang , Wei Wang , Xia Guan

Predicate encryption is a new paradigm of public key encryption that enables searches on encrypted data. Using the predicate encryption, we can search keywords or attributes on encrypted data without decrypting the ciphertexts. In predicate…

Cryptography and Security · Computer Science 2017-02-27 Kwangsu Lee

This study explores the application of generative AI (GenAI) within manual exploitation and privilege escalation tasks in Linux-based penetration testing environments, two areas critical to comprehensive cybersecurity assessments. Building…

Cryptography and Security · Computer Science 2024-11-27 Haitham S. Al-Sinani , Chris J. Mitchell

Implementation flaws in cryptographic libraries, design flaws in underlying cryptographic primitives, and weaknesses in protocols using both, can all lead to exploitable vulnerabilities in software. Manually fixing such issues is…

Cryptography and Security · Computer Science 2020-04-23 Karim Eldefrawy , Michael Locasto , Norrathep Rattanavipanon , Hassen Saidi

The weaponization of LLMs for automated malware generation poses an existential threat to conventional detection paradigms. AI-generated malware exhibits polymorphic, metamorphic, and context-aware evasion capabilities that render…

Cryptography and Security · Computer Science 2026-03-11 George Edwards , Mahdi Eslamimehr