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As Decentralized Finance (DeFi) develops, understanding user intent behind DeFi transactions is crucial yet challenging due to complex smart contract interactions, multifaceted on-/off-chain factors, and opaque hex logs. Existing methods…

Artificial Intelligence · Computer Science 2025-11-20 Qian'ang Mao , Yuxuan Zhang , Jiaman Chen , Wenjun Zhou , Jiaqi Yan

In Artificial Life (ALife) research, replicating Open-Ended Evolution (OEE)-the continuous emergence of novelty observed in biological life-has usually been pursued within isolated, closed system simulations, such as Tierra and Avida, which…

Multiagent Systems · Computer Science 2026-02-19 Botao Amber Hu , Helena Rong

Decentralized finance (DeFi) is known for its unique mechanism design, which applies smart contracts to facilitate peer-to-peer transactions. The decentralized bank is a typical DeFi application. Ideally, a decentralized bank should be…

General Economics · Economics 2025-08-11 Yufan Zhang , Zichao Chen , Yutong Sun , Yulin Liu , Luyao Zhang

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

With advancements in distributed ledger technologies and smart contracts, tokenized voting rights gained prominence within Decentralized Finance (DeFi). Voting rights tokens (aka. governance tokens) are fungible tokens that grant individual…

Cryptography and Security · Computer Science 2025-10-01 Joaquin Delgado Fernandez , Tom Barbereau , Orestis Papageorgiou

Currently cryptocurrencies and Decentralized Finance (DeFi), which enable financial services on public blockchains, represents a new growing trend in finance. In contrast to financial markets, ruled by traditional corporations, DeFi is…

Social and Information Networks · Computer Science 2024-01-04 Mar Grande , Florentino Borondo , Javier Borondo

Decentralized Finance (DeFi) is reshaping traditional finance by enabling direct transactions without intermediaries, creating a rich source of open financial data. Layer 2 (L2) solutions are emerging to enhance the scalability and…

General Economics · Economics 2025-08-11 Nir Chemaya , Lin William Cong , Emma Jorgensen , Dingyue Liu , Luyao Zhang

In blockchains such as Bitcoin and Ethereum, transactions represent the primary mechanism that the external world can use to trigger a change of blockchain state. Transactions serve as key sources of evidence and play a vital role in…

Cryptography and Security · Computer Science 2024-05-15 Chao Li , Balaji Palanisamy

Decentralized Finance (DeFi) is a system of financial products and services built and delivered through smart contracts on various blockchains. In the past year, DeFi has gained popularity and market capitalization. However, it has also…

Machine Learning · Computer Science 2023-05-29 Arianna Trozze , Bennett Kleinberg , Toby Davies

Decentralized Finance (DeFi) is a new financial industry built on blockchain technologies. Decentralized financial services have consequently increased the ability to lend, borrow, and invest in decentralized investment vehicles, allowing…

Portfolio Management · Quantitative Finance 2022-09-27 Hugo Inzirillo , Stanislas de Quenetain

Recently, two attacks were presented against Proof-of-Stake (PoS) Ethereum: one where short-range reorganizations of the underlying consensus chain are used to increase individual validators' profits and delay consensus decisions, and one…

Cryptography and Security · Computer Science 2021-10-20 Caspar Schwarz-Schilling , Joachim Neu , Barnabé Monnot , Aditya Asgaonkar , Ertem Nusret Tas , David Tse

Artificial Intelligence (AI) has the potential to significantly benefit or harm humanity. At present, a few for-profit companies largely control the development and use of this technology, and therefore determine its outcomes. In an effort…

Computers and Society · Computer Science 2022-11-14 Casey Clifton , Richard Blythman , Kartika Tulusan

The rapid deployment of AI agents acting autonomously on behalf of human principals has outpaced the development of cryptographic protocols for establishing, bounding, and revoking human-AI trust relationships. Existing frameworks (TLS,…

Cryptography and Security · Computer Science 2026-04-10 Zhaoliang Chen

The rapid expansion of AI-driven applications powered by large language models has led to a surge in AI interaction data, raising urgent challenges in security, accountability, and risk traceability. This paper presents AiAuditTrack (AAT),…

Artificial Intelligence · Computer Science 2025-12-25 Zixun Luo , Yuhang Fan , Yufei Li , Youzhi Zhang , Hengyu Lin , Ziqi Wang

Every API token you spend is your accumulated wealth; once you can prove its value and the effort behind it, you can resell it. As autonomous agents repeatedly call models and tools, they accumulate memories that are your intellectual…

Cryptography and Security · Computer Science 2026-03-26 Mengyuan Li , Lei Gao , Haoxuan Xu , Jiate Li , Potung Yu , Lingke Cheng , Yue Zhao , Murali Annavaram

Evolving AI systems increasingly deploy multi-agent architectures where autonomous agents collaborate, share information, and delegate tasks through developing protocols. This connectivity, while powerful, introduces novel security risks.…

Cryptography and Security · Computer Science 2025-07-30 Gauri Sharma , Vidhi Kulkarni , Miles King , Ken Huang

The rapid proliferation of agentic AI skill ecosystems -- exemplified by OpenClaw (228,000 GitHub stars) and Anthropic Agent Skills (75,600 stars) -- has introduced a critical supply chain attack surface. The ClawHavoc campaign…

Cryptography and Security · Computer Science 2026-03-03 Varun Pratap Bhardwaj

Decentralized protocols claim immutable, rule-based execution, yet many embed emergency mechanisms such as chain-level freezes, protocol pauses, and account quarantines. These overrides are crucial for responding to exploits and systemic…

Cryptography and Security · Computer Science 2026-04-27 Oghenekaro Elem , Nimrod Talmon

Front-running attacks have been a major concern on the blockchain. Attackers launch front-running attacks by inserting additional transactions before upcoming victim transactions to manipulate victim transaction executions and make profits.…

Software Engineering · Computer Science 2023-05-04 Wuqi Zhang , Lili Wei , Shing-Chi Cheung , Yepang Liu , Shuqing Li , Lu Liu , Michael R. Lyu

AI-driven penetration testing agents are now capable of autonomously executing attacks within compromised networks. Identifying the model family that controls the active sessions of such agents provides valuable information towards…

Cryptography and Security · Computer Science 2026-05-05 Murali Ediga , Sudipta Chattopadhyay