Diagram showing efficient transformer architectures

Taming the Transformer: How Perceiver IO and PaCa-ViT Conquer Quadratic Complexity

A deep dive into two novel architectures, Perceiver IO and PaCa-ViT, that break the O(N^2) barrier in Transformers, enabling them to process massive inputs efficiently.

October 2025 · Saeed Mehrang