Archives AI News

LargeAD: Large-Scale Cross-Sensor Data Pretraining for Autonomous Driving

arXiv:2501.04005v3 Announce Type: replace-cross Abstract: Recent advancements in vision foundation models (VFMs) have revolutionized visual perception in 2D, yet their potential for 3D scene understanding, particularly in autonomous driving applications, remains underexplored. In this paper, we introduce LargeAD, a versatile…

Filtration-Based Representation Learning for Temporal Graphs

arXiv:2502.10076v2 Announce Type: replace Abstract: In this work, we introduce a filtration on temporal graphs based on $delta$-temporal motifs (recurrent subgraphs), yielding a multi-scale representation of temporal structure. Our temporal filtration allows tools developed for filtered static graphs, including persistent…

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…