Unsupervised QoE field study for mobile YouTube video streaming with YoMoApp. - Michael Seufert; Nikolas Wehner; Florian Wamser; Pedro Casas; Alessandro D'Alconzo; Phuoc Tran-Gia (QoMEX, 2017)

A Fair Share for All: Novel Adaptation Logic for QoE Fairness of HTTP Adaptive Video Streaming. - Michael Seufert; Nikolas Wehner; Pedro Casas; Florian Wamser (CNSM, 2018)

Beauty is in the Eye of the Smartphone Holder A Data Driven Analysis of YouTube Mobile QoE. - Nikolas Wehner; Sarah Wassermann; Pedro Casas; Michael Seufert; Florian Wamser (CNSM, 2018)

Enhancing Machine Learning Based QoE Prediction by Ensemble Models. - Pedro Casas; Michael Seufert; Nikolas Wehner; Anika Schwind; Florian Wamser (ICDCS, 2018)

Studying the Impact of HAS QoE Factors on the Standardized QoE Model P.1203. - Michael Seufert; Nikolas Wehner; Pedro Casas (ICDCS, 2018)

App for Dynamic Crowdsourced QoE Studies of HTTP Adaptive Streaming on Mobile Devices. - Michael Seufert; Nikolas Wehner; Pedro Casas (TMA, 2018)

You Tube QoE Monitoring with YoMoApp: A Web-Based Data Interface for Researchers. - Florian Wamser; Nikolas Wehner; Michael Seufert; Pedro Casas; Phuoc Tran-Gia (TMA, 2018)

Machine Learning Models for YouTube QoE and User Engagement Prediction in Smartphones. - Sarah Wassermann; Nikolas Wehner; Pedro Casas (SIGMETRICS Perform. Evaluation Rev., 2018)

Stream-based Machine Learning for Real-time QoE Analysis of Encrypted Video Streaming Traffic. - Michael Seufert; Pedro Casas; Nikolas Wehner; Li Gang; Kuang Li (ICIN, 2019)

QUICker or not? -an Empirical Analysis of QUIC vs TCP for Video Streaming QoE Provisioning. - Michael Seufert; Raimund Schatz; Nikolas Wehner; Pedro Casas (ICIN, 2019)

Features that Matter: Feature Selection for On-line Stalling Prediction in Encrypted Video Streaming. - Michael Seufert; Pedro Casas; Nikolas Wehner; Li Gang; Kuang Li (INFOCOM Workshops, 2019)

Is QUIC becoming the New TCP? On the Potential Impact of a New Protocol on Networked Multimedia QoE. - Michael Seufert; Raimund Schatz; Nikolas Wehner; Bruno Gardlo; Pedro Casas (QoMEX, 2019)

A Fair Share for All: TCP-Inspired Adaptation Logic for QoE Fairness Among Heterogeneous HTTP Adaptive Video Streaming Clients. - Michael Seufert; Nikolas Wehner; Pedro Casas (IEEE Trans. Netw. Serv. Manag., 2019)

Mind the (QoE) Gap: On the Incompatibility of Web and Video QoE Models in the Wild. - Michael Seufert; Nikolas Wehner; Viktoria Wieser; Pedro Casas; Germán Capdehourat (CNSM, 2020)

Are you on Mobile or Desktop? On the Impact of End-User Device on Web QoE Inference from Encrypted Traffic. - Sarah Wassermann; Pedro Casas; Zied Ben-Houidi; Alexis Huet; Michael Seufert; Nikolas Wehner; Joshua Schüler; Shengming Cai; Hao Shi 002; Jinchun Xu; Tobias Hoßfeld; Dario Rossi 001 (CNSM, 2020)

Scoring High: Analysis and Prediction of Viewer Behavior and Engagement in the Context of 2018 FIFA WC Live Streaming. - Nikolas Wehner; Michael Seufert; Sebastian Egger-Lampl; Bruno Gardlo; Pedro Casas; Raimund Schatz (ACM Multimedia, 2020)

Studying the Impact of the Content Selection Method on the Video QoE on Mobile Devices. - Nikolas Wehner; Nils Mertinat; Michael Seufert; Tobias Hoßfeld (QoMEX, 2020)

How good is your mobile (web) surfing?: speed index inference from encrypted traffic. - Sarah Wassermann; Pedro Casas; Michael Seufert; Nikolas Wehner; Joshua Schüler; Tobias Hossfeld (SIGCOMM Posters and Demos, 2020)

How are your Apps Doing? QoE Inference and Analysis in Mobile Devices. - Nikolas Wehner; Michael Seufert; Joshua Schüler; Pedro Casas; Tobias Hoßfeld (CNSM, 2021)

ML-Assisted Latency Assignments in Time-Sensitive Networking. - Alexej Grigorjew; Michael Seufert; Nikolas Wehner; Jan Hofmann; Tobias Hoßfeld (IM, 2021)

Quality that Matters: QoE Monitoring in Education Service Provider (ESP) Networks. - Nikolas Wehner; Michael Seufert; Viktoria Wieser; Pedro Casas; Germán Capdehourat (IM, 2021)

Mobile Web and App QoE Monitoring for ISPs - from Encrypted Traffic to Speed Index through Machine Learning. - Pedro Casas; Sarah Wassermann; Nikolas Wehner; Michael Seufert; Joshua Schüler; Tobias Hossfeld (WMNC, 2021)

Improving Web QoE Monitoring for Encrypted Network Traffic through Time Series Modeling. - Nikolas Wehner; Michael Seufert; Joshua Schuler; Sarah Wassermann; Pedro Casas; Tobias Hossfeld (SIGMETRICS Perform. Evaluation Rev., 2021)

Fingerprinting Web Pages and Smartphone Apps from Encrypted Network Traffic with WebScanner. - Pedro Casas; Nikolas Wehner; Sarah Wassermann; Michael Seufert (CloudNet, 2022)

Not all Web Pages are Born the Same Content Tailored Learning for Web QoE Inference. - Pedro Casas; Sarah Wassermann; Nikolas Wehner; Michael Seufert; Tobias Hossfeld (M&N, 2022)

DeepCrypt - Deep Learning for QoE Monitoring and Fingerprinting of User Actions in Adaptive Video Streaming. - Pedro Casas; Michael Seufert; Sarah Wassermann; Bruno Gardlo; Nikolas Wehner; Raimund Schatz (NetSoft, 2022)

On Learning Hierarchical Embeddings from Encrypted Network Traffic. - Nikolas Wehner; Markus Ring; Joshua Schüler; Andreas Hotho; Tobias Hoßfeld; Michael Seufert (NOMS, 2022)

A Vital Improvement? Relating Google's Core Web Vitals to Actual Web QoE. - Nikolas Wehner; Monisha Amir; Michael Seufert; Raimund Schatz; Tobias Hoßfeld (QoMEX, 2022)

X-Ray Goggles for the ISP: Improving in-Network Web and App QoE Monitoring with Deep Learning. - Pedro Casas; Sarah Wassermann; Michael Seufert; Nikolas Wehner; Olivia Dinica; Tobias Hossfeld (TMA, 2022)

Explainable Data-Driven QoE Modelling with XAI. - Nikolas Wehner; Anika Seufert; Tobias Hoßfeld; Michael Seufert (QoMEX, 2023)

Do you agree? Contrasting Google's Core Web Vitals and the impact of cookie consent banners with actual web QoE. - Nikolas Wehner; Michael Seufert; Raimund Schatz; Tobias Hoßfeld (Qual. User Exp., 2023)

Agree to Disagree: Exploring Consensus of XAI Methods for ML-based NIDS. - Katharina Dietz 001; Mehrdad Hajizadeh; Johannes Schleicher; Nikolas Wehner; Stefan Geißler; Pedro Casas; Michael Seufert; Tobias Hoßfeld (CNSM, 2024)

Certainly Uncertain: Demystifying ML Uncertainty for Active Learning in Network Monitoring Tasks. - Katharina Dietz 001; Mehrdad Hajizadeh; Nikolas Wehner; Stefan Geißler; Pedro Casas; Michael Seufert; Tobias Hoßfeld (CNSM, 2024)

(Not) The Sum of Its Parts: Relating Individual Video and Browsing Stimuli to Web Session QoE. - Johannes Schleicher; Nikolas Wehner; Tobias Hoßfeld; Michael Seufert (QoMEX, 2024)

QoEXplainer: Mediating Explainable Quality of Experience Models with Large Language Models. - Nikolas Wehner; Nils Feldhus; Michael Seufert; Sebastian Möller 001; Tobias Hoßfeld (QoMEX, 2024)

HALIDS: a Hardware-Assisted Machine Learning IDS for in-Network Monitoring. - Belén Brandino; Eduardo Grampín; Katharina Dietz 001; Nikolas Wehner; Michael Seufert; Tobias Hoßfeld; Pedro Casas (TMA, 2024)

Machine Learning With Computer Networks: Techniques, Datasets, and Models. - Haitham Afifi; Sabrina Pochaba; Andreas Boltres; Dominic Laniewski; Janek Haberer; Leonard Paeleke; Reza Poorzare; Daniel Stolpmann; Nikolas Wehner; Adrian Redder; Eric Samikwa; Michael Seufert (IEEE Access, 2024)

Marina: Realizing ML-Driven Real-Time Network Traffic Monitoring at Terabit Scale. - Michael Seufert; Katharina Dietz 001; Nikolas Wehner; Stefan Geißler; Joshua Schüler; Manuel Wolz; Andreas Hotho; Pedro Casas; Tobias Hoßfeld; Anja Feldmann (IEEE Trans. Netw. Serv. Manag., 2024)

To Cap or not to Cap: Bandwidth Capping Effects on Network Interactions and QoE of Competing Short Video Streams. - Nikolas Wehner; Theo Karagioules; Emir Halepovic; Filip Simonovski; Tobias Hossfeld; Michael Seufert (MMSys, 2025)

Exploring the application of Time Series Foundation Models to network monitoring tasks. - Nikolas Wehner; Pedro Casas; Katharina Dietz 001; Stefan Geißler; Tobias Hoßfeld; Michael Seufert (Comput. Networks, 2025)