Hugging Face Trending Papers

Rashomon Alignment

We propose Rashomon Alignment (RA), a new measure to assess functional similarity between two models. Existing functional similarity measures are distributional, quantifying differences between outputs of models applied to real-world data.

arXiv AI
Jul 29

Rashomon Alignment

arXiv:2607. 25680v1 Announce Type: cross Abstract: We propose Rashomon Alignment (RA), a new measure to assess functional similarity between two models.

By Mois\'es Santos, Peter van der Putten, Bernhard Pfahringer, Carlos Soares
arXiv Machine Learning
Jun 4

The Perception-Physics Paradox: Probing Scientific Alignment with TC-Bench

arXiv:2605. 24782v2 Announce Type: replace Abstract: While Vision Foundation Models (VFMs) excel at predictive tasks on satellite imagery, their performance can arise from visual correlations rather than underlying structural invariants, making even perception-based out-of-distribution accuracy a poor proxy for scientific utility.

By Dingling Yao, Andrea Polesello, Adeel Pervez, Caroline Muller, Francesco Locatello
arXiv AI
Jul 7

Multi-Way Representation Alignment

arXiv:2602. 06205v2 Announce Type: replace-cross Abstract: The Platonic Representation Hypothesis suggests that independently trained neural networks converge to increasingly similar latent spaces.

By Akshit Achara, Tatiana Gaintseva, Mateo Mahaut, Pritish Chakraborty, Viktor Stenby Johansson, Melih Barsbey, Emanuele Rodol\`a, Donato Crisostomi