most citedAdaptative Perturbation Patterns: Realistic Adversarial Learning for Robust Intrusion Detection

43 citations · 51 across the 8 of their papers we have counts for

collaborators

9 papers

cs.AI2022

Deep Learning for Short-term Instant Energy Consumption Forecasting in the Manufacturing Sector

Nuno Oliveira, Norberto Sousa, Isabel Praça

Electricity is a volatile power source that requires great planning and resource management for both short and long term. More specifically, in the short-term, accurate instant ene…

cs.CL2022★ 1 cited

A Multi-Policy Framework for Deep Learning-Based Fake News Detection

João Vitorino, Tiago Dias, Tiago Fonseca +2

Connectivity plays an ever-increasing role in modern society, with people all around the world having easy access to rapidly disseminated information. However, a more interconnecte…

cs.CR2022★ 43 cited

Adaptative Perturbation Patterns: Realistic Adversarial Learning for Robust Intrusion Detection

João Vitorino, Nuno Oliveira, Isabel Praça

Adversarial attacks pose a major threat to machine learning and to the systems that rely on it. In the cybersecurity domain, adversarial cyber-attack examples capable of evading de…

cs.CR2021

Anomaly Detection in Cyber-Physical Systems: Reconstruction of a Prediction Error Feature Space

Nuno Oliveira, Norberto Sousa, Jorge Oliveira +1

Cyber-physical systems are infrastructures that use digital information such as network communications and sensor readings to control entities in the physical world. Many cyber-phy…

cs.CR2021

A tool to support the investigation and visualization of cyber and/or physical incidents

Inês Macedo, Sinan Wanous, Nuno Oliveira +2

Investigating efficiently the data collected from a system's activity can help to detect malicious attempts and better understand the context behind past incident occurrences. Nowa…

cs.CR2021★ 2 cited

A Hybrid Approach for an Interpretable and Explainable Intrusion Detection System

Tiago Dias, Nuno Oliveira, Norberto Sousa +2

Cybersecurity has been a concern for quite a while now. In the latest years, cyberattacks have been increasing in size and complexity, fueled by significant advances in technology.…

cs.RO2021★ 5 cited

A Multi-Agent System for Autonomous Mobile Robot Coordination

Norberto Sousa, Nuno Oliveira, Isabel Praça

The automation of internal logistics and inventory-related tasks is one of the main challenges of modern-day manufacturing corporations since it allows a more effective application…

cs.CR2021

Machine Learning for Network-based Intrusion Detection Systems: an Analysis of the CIDDS-001 Dataset

José Carneiro, Nuno Oliveira, Norberto Sousa +2

With the increasing amount of reliance on digital data and computer networks by corporations and the public in general, the occurrence of cyber attacks has become a great threat to…

cs.AI2021

A Search Engine for Scientific Publications: a Cybersecurity Case Study

Nuno Oliveira, Norberto Sousa, Isabel Praça

Cybersecurity is a very challenging topic of research nowadays, as digitalization increases the interaction of people, software and services on the Internet by means of technology…