Bolt: Privacy-preserving, accurate and efficient inference for transformers

Q Pang, J Zhu, H Möllering, W Zheng… - … IEEE Symposium on …, 2024 - ieeexplore.ieee.org
The advent of transformers has brought about significant advancements in traditional
machine learning tasks. However, their pervasive deployment has raised concerns about …

On a theory of computation and complexity over the real numbers: 𝑁𝑃-completeness, recursive functions and universal machines

L Blum, M Shub, S Smale - Bulletin of the American Mathematical Society, 1989 - ams.org
We present a model for computation over the reals or an arbitrary (ordered) ring R. In this
general setting, we obtain universal machines, partial recursive functions, as well as JVP …

[書籍][B] Structured matrices and polynomials: unified superfast algorithms

V Pan - 2001 - books.google.com
Structured matrices serve as a natural bridge between the areas of algebraic computations
with polynomials and numerical matrix computations, allowing cross-fertilization of both …

[書籍][B] Algorithms and theory of computation handbook, volume 2: special topics and techniques

MJ Atallah, M Blanton - 2009 - books.google.com
This handbook provides an up-to-date compendium of fundamental computer science
topics, techniques, and applications. Along with updating and revising many of the existing …

On the number of nonscalar multiplications necessary to evaluate polynomials

MS Paterson, LJ Stockmeyer - SIAM Journal on Computing, 1973 - SIAM
We present algorithms which use only O(\sqrtn) nonscalar multiplications (ie multiplications
involving “x” on both sides) to evaluate polynomials of degree n, and proofs that at least …

[書籍][B] Numerical computation 1: methods, software, and analysis

CW Ueberhuber - 2012 - books.google.com
This book deals with various aspects of scientific numerical computing. No at tempt was
made to be complete or encyclopedic. The successful solution of a numerical problem has …

Fast polynomial factorization and modular composition

KS Kedlaya, C Umans - SIAM Journal on Computing, 2011 - SIAM
We obtain randomized algorithms for factoring degree n univariate polynomials over F_q
requiring O(n^1.5+o(1)\rmlog^1+o(1)q+n^1+o(1)\rmlog^2+o(1)q) bit operations. When …

Reduced order and surrogate models for gravitational waves

M Tiglio, A Villanueva - Living Reviews in Relativity, 2022 - Springer
We present an introduction to some of the state of the art in reduced order and surrogate
modeling in gravitational-wave (GW) science. Approaches that we cover include principal …

On minimizing the number of multiplications necessary for matrix multiplication

JE Hopcroft, LR Kerr - SIAM Journal on Applied Mathematics, 1971 - SIAM
This paper develops an algorithm to multiply ap*2 matrix by a 2*n matrix in
⌈(3pn+\max(n,p))2⌉ multiplications without use of commutativity of matrix elements. The …

Fast matrix multiplication

M Bläser - Theory of Computing, 2013 - theoryofcomputing.org
We give an overview of the history of fast algorithms for matrix multiplication. Along the way,
we look at some other fundamental problems in algebraic complexity like polynomial …