This repository contains the official code for the paper "Permutation Equivariance of Transformers and Its Applications" (CVPR 2024). We provide the code for validation experiments for the properties ...

Abstract: In order to reduce the quadratic cost of matrix-vector multiplications in dense and attention layers, Monarch matrices have been recently introduced, achieving a sub-quadratic complexity. It ...

Abstract: The nature of heterophilous graphs is significantly different from that of homophilous graphs, which causes difficulties in early graph neural network (GNN) models and suggests aggregations ...

This is the course webpage for Math304, Department of Mathematics, Simon Fraser University. Spring 2021. In this course we will investigate Rubik's cube, the 15-puzzle, TopSpin, and other permutation ...

Chelsea's Champions League fate will be sealed on Wednesday night following the conclusion of their fixture against Napoli. Head coach Liam Rosenior will take his Chelsea side to Naples as they bid to ...

Ajax must win to have any chance of finishing in the play-off places. A win will take them above Olympiakos but because of their poor goal difference they would likely need two of PSV, Athletic Bilbao ...

From reproductive rights to climate change to Big Tech, The Independent is on the ground when the story is developing. Whether it's investigating the financials of Elon Musk's pro-Trump PAC or ...

Barcelona might be sitting in ninth, but don't let the Champions League table fool you. While they’re technically outside the direct qualification spots, they are part of a massive points deadlock ...

The Champions League League Phase comes to an end this week, and all of the Premier League sides will be at least in the play-offs. The six English sides have dominated in Europe despite varying ...

But Aston Villa, Nottingham Forest and Celtic still have plenty to play for. Unai Emery's Villa have secured a top-eight spot, but they can still finish top of the ...

The final round of league phase fixtures in the 2025-26 Champions League is finally upon us, and it promises to be the most dramatic yet. Only table toppers Arsenal and Bayern Munich have already ...

With seven wins from seven, Arsenal have a perfect record in the league phase. Only Bayern Munich and Inter have found the net against Mikel Arteta’s team, who dismissed Atlético Madrid 4-0 in October ...