TabArena: A Living Benchmark for Machine Learning on Tabular Data
arXiv:2506.16791v1 Announce Type: cross Abstract: With the growing popularity of deep learning and foundation models for tabular data, the need…
What Is the Point of Equality in Machine Learning Fairness? Beyond Equality of Opportunity
arXiv:2506.16782v1 Announce Type: cross Abstract: Fairness in machine learning (ML) has become a rapidly growing area of research. But why,…
One-Step Diffusion for Detail-Rich and Temporally Consistent Video Super-Resolution
arXiv:2506.15591v2 Announce Type: replace-cross Abstract: It is a challenging problem to reproduce rich spatial details while maintaining temporal consistency in…
The future of open human feedback
Nature Machine Intelligence, Published online: 20 June 2025; doi:10.1038/s42256-025-01038-2 Don-Yehiya et al. explore creating an open ecosystem for human feedback…
Pixel-level Certified Explanations via Randomized Smoothing
arXiv:2506.15499v1 Announce Type: cross Abstract: Post-hoc attribution methods aim to explain deep learning predictions by highlighting influential input pixels. However,…
Over-squashing in Spatiotemporal Graph Neural Networks
arXiv:2506.15507v1 Announce Type: cross Abstract: Graph Neural Networks (GNNs) have achieved remarkable success across various domains. However, recent theoretical advances…