Search Results for author: Joseph Scott

Found 5 papers, 2 papers with code

BertRLFuzzer: A BERT and Reinforcement Learning Based Fuzzer

1 code implementation21 May 2023 Piyush Jha, Joseph Scott, Jaya Sriram Ganeshna, Mudit Singh, Vijay Ganesh

We present a novel tool BertRLFuzzer, a BERT and Reinforcement Learning (RL) based fuzzer aimed at finding security vulnerabilities for Web applications.

16k reinforcement-learning +2

Logic Guided Genetic Algorithms

no code implementations21 Oct 2020 Dhananjay Ashok, Joseph Scott, Sebastian Wetzel, Maysum Panju, Vijay Ganesh

Our method, logic-guided genetic algorithm (LGGA), takes as input a set of labelled data points and auxiliary truths (ATs) (mathematical facts known a priori about the unknown function the regressor aims to learn) and outputs a specially generated and curated dataset that can be used with any SR method.

Data Augmentation Symbolic Regression

LGML: Logic Guided Machine Learning

no code implementations5 Jun 2020 Joseph Scott, Maysum Panju, Vijay Ganesh

We introduce Logic Guided Machine Learning (LGML), a novel approach that symbiotically combines machine learning (ML) and logic solvers with the goal of learning mathematical functions from data.

BIG-bench Machine Learning

Discovering Symmetry Invariants and Conserved Quantities by Interpreting Siamese Neural Networks

no code implementations9 Mar 2020 Sebastian J. Wetzel, Roger G. Melko, Joseph Scott, Maysum Panju, Vijay Ganesh

It turns out that in the process of learning which datapoints belong to the same event or field configuration, these SNNs also learn the relevant symmetry invariants and conserved quantities.

xAI-GAN: Enhancing Generative Adversarial Networks via Explainable AI Systems

1 code implementation24 Feb 2020 Vineel Nagisetty, Laura Graves, Joseph Scott, Vijay Ganesh

A potential weakness in GANs is that it requires a lot of data for successful training and data collection can be an expensive process.

Explainable Artificial Intelligence (XAI)

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