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PCS Workflow for Veridical Data Science in the Age of AI

arXiv:2508.00835v2 Announce Type: replace Abstract: Data science is a pillar of artificial intelligence (AI), which is transforming nearly every domain of human activity, from the social and physical sciences to engineering and medicine. While data-driven findings in AI offer unprecedented…

SELF: A Robust Singular Value and Eigenvalue Approach for LLM Fingerprinting

arXiv:2512.03620v1 Announce Type: cross Abstract: The protection of Intellectual Property (IP) in Large Language Models (LLMs) represents a critical challenge in contemporary AI research. While fingerprinting techniques have emerged as a fundamental mechanism for detecting unauthorized model usage, existing methods…

Delta Sampling: Data-Free Knowledge Transfer Across Diffusion Models

arXiv:2512.03056v1 Announce Type: new Abstract: Diffusion models like Stable Diffusion (SD) drive a vibrant open-source ecosystem including fully fine-tuned checkpoints and parameter-efficient adapters such as LoRA, LyCORIS, and ControlNet. However, these adaptation components are tightly coupled to a specific base…