An architecture for fault-tolerant computation with stochastic logic

W Qian, X Li, MD Riedel, K Bazargan… - IEEE transactions on …, 2010 - ieeexplore.ieee.org
… synthesizing stochastic logic, that is to say logic that operates on probabilistic bit streams.
In this paper, we apply the concept of stochastic logic to a reconfigurable architecture that …

Learning structure and parameters of stochastic logic programs

S Muggleton - Inductive Logic Programming: 12th International …, 2003 - Springer
Stochastic Logic Programs (SLPs) [11] were introduced originally as a way of lifting stochastic
grammars to the level of first-order Logic Programs (LPs). Later Cussens [1] showed that …

Deepstochlog: Neural stochastic logic programming

T Winters, G Marra, R Manhaeve… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
… More specifically, we introduce neural grammar rules into stochastic definite clause … in
neural stochastic logic programming scale much better than for neural probabilistic logic programs…

The synthesis of robust polynomial arithmetic with stochastic logic

W Qian, MD Riedel - Proceedings of the 45th annual Design Automation …, 2008 - dl.acm.org
… In this paper, we present a general methodology for synthesizing stochastic logic for the …
then implementing the computation with stochastic logic. The resulting logic processes serial or …

[PDF][PDF] Learning stochastic logic programs

S Muggleton - Electron. Trans. Artif. Intell., 2000 - cdn.aaai.org
Stochastic Logic Programs (SLPs) have been shown be a generalisation of Hidden Markov
… ), stochastic context-free grammars, and directed Bayes’ nets. A stochastic logic program …

Parameter estimation in stochastic logic programs

J Cussens - Machine Learning, 2001 - Springer
… in first-order logic (a firstorder theory… -logical models. This paper focuses exclusively on the
parameter learning problem for a particular choice of statistical-logical model: stochastic logic

Implementation of a new neurochip using stochastic logic

S Sato, K Nemoto, S Akimoto, M Kinjo… - IEEE Transactions on …, 2003 - ieeexplore.ieee.org
… ordinary logic gates. On the other hand, the operation speed is not so fast since stochastic
logic … Furthermore, we propose a nonmonotonic neuron realized by stochastic logic, since the …

Stochastic logic realization of matrix operations

PS Ting, JP Hayes - 2014 17th Euromicro Conference on digital …, 2014 - ieeexplore.ieee.org
… potential and feasibility of handling complex matrix operations via stochastic logic circuits. …
is the binary-to-stochastic converter in Figure 2(a). Stochastic-tobinary conversion is handled …

Functional abilities of a stochastic logic neural network

Y Kondo, Y Sawada - IEEE Transactions on Neural Networks, 1992 - ieeexplore.ieee.org
… the information processing ability of stochastic logic neural networks, … in stochastic logic are
represented by stochastic pulse … These results suggest that stochastic logic may be useful for …

Computing arithmetic functions using stochastic logic by series expansion

KK Parhi, Y Liu - IEEE Transactions on Emerging Topics in …, 2016 - ieeexplore.ieee.org
… In this section, three theoretical foundations are proposed for stochastic implementations
of polynomials. These foundations include stochastic logic implementation of polynomials …