DataComp: In search of the next generation of multimodal datasets
Samir Yitzhak Gadre, Gabriel Ilharco, Alex Fang, Jonathan Hayase, Georgios Smyrnis, Thao Nguyen, Ryan Marten, Mitchell Wortsman, Dhruba Ghosh, Jieyu Zhang, Eyal Orgad, Rahim Entezari, Giannis Daras, Sarah Pratt, Vivek Ramanujan, Yonatan Bitton, Kalyani Marathe, Stephen Mussmann, Richard Vencu, Mehdi Cherti, Ranjay Krishna, Pang Wei Koh, Olga Saukh, Alexander Ratner, Shuran Song, Hannaneh Hajishirzi, Ali Farhadi, Romain Beaumont, Sewoong Oh, Alex Dimakis, Jenia Jitsev, Yair Carmon, Vaishaal Shankar, Ludwig Schmidt; DataComp: In search of the next generation of multimodal datasets. NeurIPS 2023.
LAION-5B: An open large-scale dataset for training next generation image-text models
Christoph Schuhmann, Romain Beaumont, Richard Vencu, Cade Gordon, Ross Wightman, Mehdi Cherti, Theo Coombes, Aarush Katta, Clayton Mullis, Mitchell Wortsman, Patrick Schramowski, Srivatsa Kundurthy, Katherine Crowson, Ludwig Schmidt, Robert Kaczmarczyk, Jenia Jitsev. LAION-5B: An open large-scale dataset for training next generation image-text models. Advances in Neural Information Processing Systems 35 (NeurIPS 2022), 25278-25294.
Curvature-based Pooling within Graph Neural Networks
Cedric Sanders, Andreas Roth, and Thomas Liebig. Curvature-based Pooling within Graph Neural Networks. arXiv preprint arXiv:2308.16516.
Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks
Andreas Roth and Thomas Liebig. Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks. arXiv preprint arXiv:2308.16800.
Social Diffusion: Long-term Multiple Human Motion Anticipation
Julian Tanke, Linguang Zhang, Amy Zhao, Chengcheng Tang, Yujun Cai, Lezi Wang, Po-Chen Wu, Juergen Gall, and Cem Keskin. Social Diffusion: Long-term Multiple Human Motion Anticipation.
Unified shape and appearance reconstruction with joint camera parameter refinement
Julian Kaltheuner, Patrick Stotko, and Reinhard Klein. Unified shape and appearance reconstruction with joint camera parameter refinement. Graphical Models, Volume 129, 2023.
External Camera-based Mobile Robot Pose Estimation for Collaborative Perception with Smart Edge Sensors
Simon Bultmann, Raphael Memmesheimer, and Sven Behnke. External Camera-based Mobile Robot Pose Estimation for Collaborative Perception with Smart Edge Sensors in IEEE International Conference on Robotics and Automation (ICRA), London, UK, June 2023.
Reproducible scaling laws for contrastive language-image learning
Mehdi Cherti, Romain Beaumont, Ross Wightman, Mitchell Wortsman, Gabriel Ilharco, Cade Gordon, Christoph Schuhmann, Ludwig Schmidt, and Jenia Jitsev. Reproducible scaling laws for contrastive language-image learning. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
PermutoSDF: Fast Multi-View Reconstruction with Implicit Surfaces using Permutohedral Lattices
Radu Alexandru Rosu and Sven Behnke. PermutoSDF: Fast Multi-View Reconstruction with Implicit Surfaces using Permutohedral Lattices. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, June 2023.