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Can LLM Prompting Serve as a Proxy for Static Analysis in Vulnerability Detection

arXiv:2412.12039v3 Announce Type: replace-cross Abstract: Despite their remarkable success, large language models (LLMs) have shown limited ability on safety-critical code tasks such as vulnerability detection. Typically, static analysis (SA) tools, like CodeQL, CodeGuru Security, etc., are used for vulnerability detection.…

Web3 x AI Agents: Landscape, Integrations, and Foundational Challenges

arXiv:2508.02773v3 Announce Type: replace-cross Abstract: The convergence of Web3 technologies and AI agents represents a rapidly evolving frontier poised to reshape decentralized ecosystems. This paper presents the first and most comprehensive analysis of the intersection between Web3 and AI agents,…

MachineLearningLM: Scaling Many-shot In-context Learning via Continued Pretraining

arXiv:2509.06806v4 Announce Type: replace-cross Abstract: Large language models (LLMs) possess broad world knowledge and strong general-purpose reasoning ability, yet they struggle to learn from many in-context examples on standard machine learning (ML) tasks, that is, to leverage many-shot demonstrations purely…

AI Harmonics: a human-centric and harms severity-adaptive AI risk assessment framework

arXiv:2509.10104v1 Announce Type: new Abstract: The absolute dominance of Artificial Intelligence (AI) introduces unprecedented societal harms and risks. Existing AI risk assessment models focus on internal compliance, often neglecting diverse stakeholder perspectives and real-world consequences. We propose a paradigm shift…

Virtual Agent Economies

arXiv:2509.10147v1 Announce Type: new Abstract: The rapid adoption of autonomous AI agents is giving rise to a new economic layer where agents transact and coordinate at scales and speeds beyond direct human oversight. We propose the “sandbox economy” as a…