Search Results

Abstract: Modern multi-layer perceptron (MLP) models have shown competitive results in learning visual representations without self-attention....

Abstract: Symmetric Positive Definite (SPD) matrices have re-ceived wide attention in machine learning due to their intrinsiccapacity to encode...

Abstract: Diffusion models have significantly advanced generative AI,but they encounter difficulties when generating complex combinations ofmultiple...

Abstract: We study best-of-both-worlds algorithms for K-armed linear contextual bandits. Our algorithms deliver near-optimal regret bounds in both...

Abstract: Ordinary differential equations (ODEs) are a widely used formalism for the mathematical modeling of dynamical systems, a task omnipresent...

Abstract: Text-to-image generative models are becoming increasingly popular and accessible to the general public. As these models see large-scale...