Model complexity of deep learning: A survey

X Hu, L Chu, J Pei, W Liu, J Bian - Knowledge and Information Systems, 2021 - Springer
Abstract Model complexity is a fundamental problem in deep learning. In this paper, we
conduct a systematic overview of the latest studies on model complexity in deep learning …

[图书][B] Temporal verification of reactive systems: safety

Z Manna, A Pnueli - 2012 - books.google.com
This book is about the verification of reactive systems. A reactive system is a system that
maintains an ongoing interaction with its environment, as opposed to computing some final …

Complexity measures and decision tree complexity: a survey

H Buhrman, R De Wolf - Theoretical Computer Science, 2002 - Elsevier
We discuss several complexity measures for Boolean functions: certificate complexity,
sensitivity, block sensitivity, and the degree of a representing or approximating polynomial …

A new approach to the minimum cut problem

DR Karger, C Stein - Journal of the ACM (JACM), 1996 - dl.acm.org
This paper present a new approach to finding minimum cuts in undirected graphs. The
fundamental principle is simple: the edges in a graph's minimum cut form an extremely small …

[PDF][PDF] Global Min-cuts in RNC, and Other Ramifications of a Simple Min-Cut Algorithm.

DR Karger - Soda, 1993 - Citeseer
This paper presents a new algorithm for nding global min-cuts in weighted, undirected
graphs. One of the strengths of the algorithm is its extreme simplicity. This randomized …

[图书][B] Parallel computation: models and methods

SG Akl - 1997 - dl.acm.org
Parallel computation | Guide books skip to main content ACM Digital Library home ACM home
Google, Inc. (search) Advanced Search Browse About Sign in Register Advanced Search …

Activities and sensitivities in Boolean network models

I Shmulevich, SA Kauffman - Physical review letters, 2004 - APS
We study how the notions of importance of variables in Boolean functions as well as the
sensitivities of the functions to changes in these variables impact the dynamical behavior of …

[图书][B] Probabilistic Boolean networks: the modeling and control of gene regulatory networks

I Shmulevich, ER Dougherty - 2010 - SIAM
It was around the period of World War II that Arturo Rosenblueth and Norbert Wiener were
taking the first steps in the direction of systems medicine. They formed an interesting pair …

CREW PRAMs and decision trees

N Nisan - Proceedings of the twenty-first annual ACM symposium …, 1989 - dl.acm.org
This paper gives a full characterization of the time needed to compute a Boolean function on
a CREW PRAM with an unlimited number of processors. The characterization is given in …

[PDF][PDF] The computational complexity of universal hashing

Y Mansour, N Nisan, P Tiwari - Proceedings of the twenty-second annual …, 1990 - dl.acm.org
Abstract Any implementation of Carter-Wegman universal hashing from n-bit strings to m-bit
strings requires a time-space tradeoff of TS= f~(nm). The bound holds in the general …