scholarly journals On the Satisfiability Threshold of Random Community-Structured SAT

Author(s):  
Dina Barak-Pelleg ◽  
Daniel Berend

For both historical and practical reasons, the Boolean satisfiability problem (SAT) has become one of central importance in computer science. One type of instances arises when the clauses are chosen uniformly randomly \textendash{} random SAT. Here, a major problem, recently solved for sufficiently large clause length, is the satisfiability threshold conjecture. The value of this threshold is known exactly only for clause length $2$, and there has been a lot of research concerning its value for arbitrary fixed clause length. In this paper, we endeavor to study the satisfiability threshold for random industrial SAT. There is as yet no generally accepted model of industrial SAT, and we confine ourselves to one of the more common features of industrial SAT: the set of variables consists of a number of disjoint communities, and clauses tend to consist of variables from the same community. Our main result is that the threshold of random community-structured SAT tends to be smaller than its counterpart for random SAT. Moreover, under some conditions, this threshold even vanishes.

Author(s):  
Wenjie Zhang ◽  
Zeyu Sun ◽  
Qihao Zhu ◽  
Ge Li ◽  
Shaowei Cai ◽  
...  

The Boolean satisfiability problem (SAT) is a famous NP-complete problem in computer science. An effective way for solving a satisfiable SAT problem is the stochastic local search (SLS). However, in this method, the initialization is assigned in a random manner, which impacts the effectiveness of SLS solvers. To address this problem, we propose NLocalSAT. NLocalSAT combines SLS with a solution prediction model, which boosts SLS by changing initialization assignments with a neural network. We evaluated NLocalSAT on five SLS solvers (CCAnr, Sparrow, CPSparrow, YalSAT, and probSAT) with instances in the random track of SAT Competition 2018. The experimental results show that solvers with NLocalSAT achieve 27% ~ 62% improvement over the original SLS solvers.


Author(s):  
И.А. Богачкова ◽  
О.С. Заикин ◽  
С.Е. Кочемазов ◽  
И.В. Отпущенников ◽  
А.А. Семенов ◽  
...  

Рассмотрена реализация разностной атаки на криптографические хеш-функции MD4 (Message Digest 4) и MD5 (Message Digest 5) через сведение задачи поиска коллизий для этих хеш-функций к задаче о булевой выполнимости (SAT, SATisfiability). Новизна полученных результатов заключается в том, что предложены существенно более экономные (в сравнении с известными) SAT-кодировки рассматриваемых алгоритмов, а также в использовании для решения полученных SAT-задач современных многопоточных и параллельных SAT-решателей. Задачи поиска одноблоковых коллизий для MD4 в данной постановке оказались чрезвычайно простыми. Кроме того, найдены несколько десятков двухблоковых коллизий для MD5. В процессе соответствующих вычислительных экспериментов определен некоторый класс сообщений, дающих коллизии: построено множество пар дающих коллизии сообщений, у которых первые 10 байтов нулевые. An implementation of the differential attacks on cryptographic hash functions MD4 (Message Digest 4) and MD5 (Message Digest 5) by reducing the problems of search for collisions of these hash functions to the Boolean satisfiability problem (SAT) is considered. The novelty of the results obtained consists in a more compact (compared to already known) SAT encodings for the algorithms considered and in the use of modern parallel and distributed SAT solvers in applications to the formulated SAT problems. Searching for single block collisions of MD4 in this approach turned out to be very simple. In addition, several dozens of double block collisions of MD5 are found. In the process of the corresponding numerical experiments, a certain class of messages that produce the collisions is found: in particular, a set of pairs of such messages with first 10 zero bytes is constructed.


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