Compared to CNNs and Transformers, Mamba retains two significant advantages: long-sequence modeling and linear complexity, making it well-suited for high-resolution image tasks. While previous studies ...

Specifically, for a general linear image formation model, we first formulate a convex quadratic programming (QP) problem with a new ℓ 2-norm graph smoothness prior ... We then unroll them into ...

Complexity and the size of the functional repertoire were normalized by the length of the recording in minutes. (b) Classification accuracy of a Support Vector Machine classifier with a linear kernel ...

Generative AI is a kind of artificial intelligence that creates new content, including text, images, audio, and video, based on patterns it has learned from existing content. Today’s generative ...

The new simple attention operator (for the encoder) is simply Q(K^TV) (Galerkin), or the quadratic complexity one (QK^T)V (Fourier). For the full operator learner, the feature extractor is a simple ...

Abstract: This paper presents a novel factor graph-based approach to solve the discrete-time finite-horizon Linear Quadratic Regulator problem subject ... approach has the same order of computational ...

The time complexity is the amount of ... O(nlog(n)) - Logarithmic Linear Time The algorithm is doing log(n) work n times which is where multiplication comes in place. O(n²) - Quadratic Time The ...