#foundation models
42 papers · 1 filter
Fast and Accurate Foundation Models for Equivariant Machine-Learned Interatomic Potentials
Seán R. Kavanagh, Chuin Wei Tan, Menghang Wang +12
The paper presents fast and accurate equivariant machine‑learned interatomic potentials (NequIP and Allegro) as foundation models that scale to ultra‑large datasets while maintaini…
A foundation model of numerical intelligence with cross-disciplinary generalization
Chenghan Wu, Zongmin Yu, Liu Yang
The paper introduces UNICON, a foundation model that learns predictive relations from graph‑based numerical contexts and can apply this numerical intelligence across scientific and…
Hand-Object Interaction in the Age of Large Foundation Models:Reconstruction, Generation, and Embodied Transfer
Weiquan Lin, Yu Deng, Shiyang Liu +6
This survey systematically reviews how large foundation models provide geometric, semantic, and visual priors for hand‑object interaction tasks such as reconstruction and generatio…
Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents
Hanzhang Zhou, Panrong Tong, Xu Zhang +13
The paper introduces Qwen-UI-Agent, a foundation model for GUI agents that can operate across mobile, desktop, web, and search environments, combining GUI actions with CLI commands…
Old Tricks, New Models: How Simple Image Transformations Break Modern AI-based Content Moderation
Marco Alecci, Francesco Marchiori, Iyiola Emmanuel Olatunji +2
The paper evaluates three commercial image‑moderation services built on foundation models and shows that simple, model‑agnostic image transformations (e.g., color inversion, graysc…
DS@GT ARC at ImageCLEFmedical 2026: Architectural Diversity for Concept Detection and Foundation-Model Scaling for Caption Prediction in Medical Image Analysis
Bowen Wang, Youwen Zhang, Ritesh Mehta
The paper details DS@GT's approaches for the ImageCLEFmedical 2026 challenge, using a late‑fusion ensemble of ConvNeXt‑V2, BiomedCLIP, and DenseNet‑169 with an Honest Threshold Tun…