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This paper proposes a new paradigm: generative blockchain, which aims to transform conventional blockchain technology by combining transaction generation and recording, rather than focusing solely on transaction recording. Central to our…

Cryptography and Security · Computer Science 2024-08-27 Haozhao Zhang , Zhe Zhang , Zhiqiang Zheng , Varghese Jacob

Large language models are increasingly being used to assess and forecast research ideas, yet we lack scalable ways to evaluate the quality of models' judgments about these scientific ideas. Towards this goal, we introduce PoT, a…

Computation and Language · Computer Science 2026-01-13 Bingyang Ye , Shan Chen , Jingxuan Tu , Chen Liu , Zidi Xiong , Samuel Schmidgall , Danielle S. Bitterman

Smart contracts are susceptible to various security issues, among which access control (AC) vulnerabilities are particularly critical. While existing research has proposed multiple detection tools, the automatic and appropriate repair of AC…

Software Engineering · Computer Science 2025-07-22 Lyuye Zhang , Kaixuan Li , Kairan Sun , Daoyuan Wu , Ye Liu , Haoye Tian , Yang Liu

Automatic prompt optimization (APO) has driven significant gains in LLM-based agentic workflows. However, existing methods treat each task's prompt as a monolithic, instance-blind string optimized through global edits, producing brittle…

Artificial Intelligence · Computer Science 2026-05-28 Jyotirmoy Nath , Neeraj Kumar , Brejesh Lall

Based on their superior comprehension and reasoning capabilities, Large Language Model (LLM) driven agent frameworks have achieved significant success in numerous complex reasoning tasks. ReAct-like agents can solve various intricate…

Artificial Intelligence · Computer Science 2025-01-14 Guozhi Yuan , Youfeng Liu , Jingli Yang , Wei Jia , Kai Lin , Yansong Gao , Shan He , Zilin Ding , Haitao Li

Cryptocurrency exchanges use proofs of liabilities (PoLs) to prove to their customers their liabilities committed on-chain, thereby enhancing their trust in the service. Unfortunately, a close examination of currently deployed and academic…

Cryptography and Security · Computer Science 2026-03-16 Malcom Mohamed , Ghassan Karame

Proof-of-Work (PoW) blockchain consensus consumes vast computational resources without producing useful output, while the rapid growth of large language model (LLM) agents has created unprecedented demand for GPU computation. We present…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-22 Landy Jimenez , Mariah Weatherspoon , Bingyu Shen , Yi Sheng , Jianming Liu , Boyang Li

Recent attacks exploiting errors in smart contract code had devastating consequences thereby questioning the benefits of this technology. It is currently highly challenging to fix errors and deploy a patched contract in time. Instant…

Cryptography and Security · Computer Science 2020-10-05 Michael Rodler , Wenting Li , Ghassan O. Karame , Lucas Davi

Indirect prompt injection attacks threaten AI agents that execute consequential actions, motivating deterministic system-level defenses. Such defenses can provably block unsafe actions by enforcing confidentiality and integrity policies,…

Cryptography and Security · Computer Science 2026-02-13 Aashish Kolluri , Rishi Sharma , Manuel Costa , Boris Köpf , Tobias Nießen , Mark Russinovich , Shruti Tople , Santiago Zanella-Béguelin

As post-training techniques evolve, large language models (LLMs) are increasingly augmented with structured multi-step reasoning abilities, often optimized through reinforcement learning. These reasoning-enhanced models outperform standard…

Artificial Intelligence · Computer Science 2025-05-21 Guoheng Sun , Ziyao Wang , Bowei Tian , Meng Liu , Zheyu Shen , Shwai He , Yexiao He , Wanghao Ye , Yiting Wang , Ang Li

Proof-of-Stake (PoS) blockchain systems, especially those that allow stakeholders to organize themselves in ``stake-pools'', have emerged as a compelling paradigm for the deployment of large scale distributed ledgers. A stake-pool operates…

Computer Science and Game Theory · Computer Science 2021-11-17 Aggelos Kiayias , Elias Koutsoupias , Aikaterini-Panagiota Stouka

Ethereum smart contracts are executable programs, deployed on a peer-to-peer network and executed in a consensus-based fashion. Their bytecode is public, immutable and once deployed to the blockchain, cannot be patched anymore. As smart…

Cryptography and Security · Computer Science 2019-07-10 Konrad Weiss , Julian Schütte

Proof of Work (PoW) has extensively served as the foundation of blockchain's security, consistency, and tamper-resistance. However, long has it been criticized for its tremendous and inefficient utilization of computational power and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-04 Weihang Cao , Xintong Ling , Jiaheng Wang , Xiqi Gao , Zhi Ding

The rise of decentralized applications (dApps) has made smart contracts imperative components of blockchain technology. As many smart contracts process financial transactions, their security is paramount. Moreover, the immutability of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-24 Khalid Hassan , Saeed Moradi , Shaiful Chowdhury , Sara Rouhani

The exploitation of smart contract vulnerabilities in Decentralized Finance (DeFi) has resulted in financial losses exceeding 3 billion US dollars. Existing defense mechanisms primarily focus on detecting and reacting to adversarial…

Cryptography and Security · Computer Science 2025-04-22 Shoupeng Ren , Lipeng He , Tianyu Tu , Di Wu , Jian Liu , Kui Ren , Chun Chen

A wide variety of Cyber Threat Information (CTI) is used by Security Operation Centres (SOCs) to perform validation of security incidents and alerts. Security experts manually define different types of rules and scripts based on CTI to…

Cryptography and Security · Computer Science 2022-03-16 Chadni Islam , M. Ali Babar , Roland Croft , Helge Janicke

Smart contracts are highly susceptible to manipulation attacks due to the leakage of sensitive information. Addressing manipulation vulnerabilities is particularly challenging because they stem from inherent data confidentiality issues…

Software Engineering · Computer Science 2025-02-21 Ye Liu , Yuqing Niu , Chengyan Ma , Ruidong Han , Wei Ma , Yi Li , Debin Gao , David Lo

We present a new way of embedding functional languages into the Coq proof assistant by using meta-programming. This allows us to develop the meta-theory of the language using the deep embedding and provides a convenient way for reasoning…

Programming Languages · Computer Science 2020-02-05 Danil Annenkov , Jakob Botsch Nielsen , Bas Spitters

AI agents are increasingly embedded in real software systems, where they execute multi-step workflows through multi-turn dialogue, tool invocations, and intermediate decisions. These long execution histories, called agentic traces, make…

Software Engineering · Computer Science 2026-05-12 Reshabh K Sharma , Shraddha Barke , Benjamin Zorn

Smart contract vulnerabilities have led to significant financial losses, with their increasing complexity rendering outright prevention of hacks increasingly challenging. This trend highlights the crucial need for advanced forensic analysis…

Cryptography and Security · Computer Science 2025-04-15 Kaihua Qin , Zhe Ye , Zhun Wang , Weilin Li , Liyi Zhou , Chao Zhang , Dawn Song , Arthur Gervais