2 papers
math.OC2024
An Efficient Framework for Global Non-Convex Polynomial Optimization with Algebraic Constraints
Mitchell Tong Harris, Pierre-David Letourneau, Dalton Jones +1
We present an efficient framework for solving algebraically-constrained global non-convex polynomial optimization problems over subsets of the hypercube. We prove the existence of…
cs.CV2024
PADRe: A Unifying Polynomial Attention Drop-in Replacement for Efficient Vision Transformer
Pierre-David Letourneau, Manish Kumar Singh, Hsin-Pai Cheng +6
We present Polynomial Attention Drop-in Replacement (PADRe), a novel and unifying framework designed to replace the conventional self-attention mechanism in transformer models. Not…