Landing AI on Networks: An Equipment Vendor Viewpoint on Autonomous Driving Networks

Quality Monitoring and Assessment of Deployed Deep Learning Models for Network AIOps

(2022) Lixuan Yang et al.   IEEE NETWORK

A Survey on Bias and Fairness in Machine Learning

(2021) Ninareh Mehrabi et al.   ACM COMPUTING SURVEYS

Highly accurate protein structure prediction with AlphaFold

(2021) John Jumper et al.   NATURE

Deployable Models for Approximating Web QoE Metrics From Encrypted Traffic

(2021) Alexis Huet et al.   IEEE Transactions on Network and Service Management

Optimized, Automated, and Protective: An Operator’s View on Future Networks

(2021) Christian Jacquenet   IEEE Transactions on Network and Service Management

The hardware lottery

(2021) Sara Hooker   COMMUNICATIONS OF THE ACM

There is no AI without data

(2021) Christoph Gröger   COMMUNICATIONS OF THE ACM

Declarative machine learning systems

(2021) Piero Molino et al.   COMMUNICATIONS OF THE ACM

Deep Learning and Zero-Day Traffic Classification: Lessons Learned From a Commercial-Grade Dataset

(2021) Lixuan Yang et al.   IEEE Transactions on Network and Service Management

Guest Editorial: Special Section on Embracing Artificial Intelligence for Network and Service Management

(2021) Hanan Lutfiyya et al.   IEEE Transactions on Network and Service Management

Generalizing from a Few Examples

(2020) Yaqing Wang et al.   ACM COMPUTING SURVEYS

NDNetGaming - development of a no-reference deep CNN for gaming video quality prediction

(2020) Markus Utke et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Analyzing Wikipedia Users’ Perceived Quality of Experience: A Large-Scale Study

(2020) Flavia Salutari et al.   IEEE Transactions on Network and Service Management

Guest Editorial Special Issue on Advances in Artificial Intelligence and Machine Learning for Networking

(2020) Prosper Chemouil et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Green AI

(2020) Roy Schwartz et al.   COMMUNICATIONS OF THE ACM

Online Anomaly Detection Leveraging Stream-Based Clustering and Real-Time Telemetry

(2020) Andrian Putina et al.   IEEE Transactions on Network and Service Management

The seven tools of causal inference, with reflections on machine learning

(2019) Judea Pearl   COMMUNICATIONS OF THE ACM

A new golden age for computer architecture

(2019) John L. Hennessy et al.   COMMUNICATIONS OF THE ACM

Survey of Performance Acceleration Techniques for Network Function Virtualization

(2019) Leonardo Linguaglossa et al.   PROCEEDINGS OF THE IEEE

Special Issue on Artificial Intelligence and Machine Learning for Networking and Communications

(2019) Prosper Chemouil et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

(2019) Alejandro Barredo Arrieta et al.   Information Fusion

ex uno pluria

(2018) Mostafa Ammar   ACM SIGCOMM Computer Communication Review

Learning a Continuous-Time Streaming Video QoE Model

(2018) Deepti Ghadiyaram et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

ex uno pluria

(2018) Mostafa Ammar   ACM SIGCOMM Computer Communication Review

Can China lead the development of data trading and sharing markets?

(2018) Xiang-Yang Li et al.   COMMUNICATIONS OF THE ACM

Deep learning in spiking neural networks

(2018) Amirhossein Tavanaei et al.   NEURAL NETWORKS

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

Robust Network Traffic Classification

(2015) Jun Zhang et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

A streaming flow-based technique for traffic classification applied to 12 + 1 years of Internet traffic

(2015) Valentín Carela-Español et al.   TELECOMMUNICATION SYSTEMS

A review of novelty detection

(2014) Marco A.F. Pimentel et al.   SIGNAL PROCESSING

Trust in Automation

(2013) Robert R. Hoffman et al.   IEEE INTELLIGENT SYSTEMS

A Survey of Green Networking Research

(2011) Aruna Prem Bianzino et al.   IEEE Communications Surveys and Tutorials

Future Internet architecture

(2010) Jennifer Rexford et al.   COMMUNICATIONS OF THE ACM