Robert Birke

CoRR, 2023

BatMan-CLR: Making Few-shots Meta-Learners Resilient Against Label Noise.

[BibT_eX]

[DOI]

CoRR, 2023

A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms.

[BibT_eX]

[DOI]

CoRR, 2023

Experimenting with Emerging ARM and RISC-V Systems for Decentralised Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2023

Distributed Edge Inference: an Experimental Study on Multiview Detection.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM 16th International Conference on Utility and Cloud Computing, 2023

Robust Learning via Golden Symmetric Loss of (un)Trusted Labels.

[BibT_eX]

[DOI]

Josie E. Rodriguez Condia

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

RISC-V-Based Platforms for HPC: Analyzing Non-functional Properties for Future HPC and Big-Data Clusters.

[BibT_eX]

[DOI]

Proceedings of the Embedded Computer Systems: Architectures, Modeling, and Simulation, 2023

Exploring and Exploiting Data-Free Model Stealing.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023

Model-Agnostic Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Euro-Par 2023: Parallel Processing - 29th International Conference on Parallel and Distributed Computing, Limassol, Cyprus, August 28, 2023

Efficiently Distributed Federated Learning.

[BibT_eX]

[DOI]

Gianluca Mittone

Marco Aldinucci

Proceedings of the Euro-Par 2023: Parallel Processing Workshops - Euro-Par 2023 International Workshops, Limassol, Cyprus, August 28, 2023

A Proposal for a Continuum-aware Programming Model: From Workflows to Services Autonomously Interacting in the Compute Continuum.

[BibT_eX]

[DOI]

Proceedings of the 47th IEEE Annual Computers, Software, and Applications Conference, 2023

FCT-GAN: Enhancing Global Correlation of Table Synthesis via Fourier Transform.

[BibT_eX]

[DOI]

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023

Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM International Conference on Computing Frontiers, 2023

GDTS: GAN-Based Distributed Tabular Synthesizer.

[BibT_eX]

[DOI]

Proceedings of the 16th IEEE International Conference on Cloud Computing, 2023

2022

Guest Editorial: Special Issue on Machine Learning and Artificial Intelligence for Managing Networks, Systems, and Services - Part I.

[BibT_eX]

[DOI]

Farhana H. Zulkernine

IEEE Trans. Netw. Serv. Manag., December, 2022

Memory-aware and context-aware multi-DNN inference on the edge.

[BibT_eX]

[DOI]

Bart Cox

Pervasive Mob. Comput., 2022

FCT-GAN: Enhancing Table Synthesis via Fourier Transform.

[BibT_eX]

[DOI]

CoRR, 2022

CTAB-GAN+: Enhancing Tabular Data Synthesis.

[BibT_eX]

[DOI]

CoRR, 2022

Performance Modeling for Short-Term Cache Allocation.

[BibT_eX]

[DOI]

Proceedings of the 51st International Conference on Parallel Processing, 2022

LABNET: A Collaborative Method for DNN Training and Label Aggregation.

[BibT_eX]

[DOI]

Proceedings of the 14th International Conference on Agents and Artificial Intelligence, 2022

Permutation-Invariant Tabular Data Synthesis.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Big Data, 2022

Trusted Loss Correction for Noisy Multi-Label Learning.

[BibT_eX]

[DOI]

Proceedings of the Asian Conference on Machine Learning, 2022

Multi Label Loss Correction against Missing and Corrupted Labels.

[BibT_eX]

[DOI]

Proceedings of the Asian Conference on Machine Learning, 2022

2021

sPARE: Partial Replication for Multi-Tier Applications in the Cloud.

[BibT_eX]

[DOI]

IEEE Trans. Serv. Comput., 2021

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

[BibT_eX]

[DOI]

IEEE Trans. Netw. Serv. Manag., 2021

Enhancing Robustness of On-Line Learning Models on Highly Noisy Data.

[BibT_eX]

[DOI]

IEEE Trans. Dependable Secur. Comput., 2021

Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data.

[BibT_eX]

[DOI]

CoRR, 2021

Multi-Label Gold Asymmetric Loss Correction with Single-Label Regulators.

[BibT_eX]

[DOI]

CoRR, 2021

DTGAN: Differential Private Training for Tabular GANs.

[BibT_eX]

[DOI]

CoRR, 2021

CTAB-GAN: Effective Table Data Synthesizing.

[BibT_eX]

[DOI]

CoRR, 2021

Online Label Aggregation: A Variational Bayesian Approach.

[BibT_eX]

[DOI]

Proceedings of the WWW '21: The Web Conference 2021, 2021

MemA: Fast Inference of Multiple Deep Models.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, 2021

Masa: Responsive Multi-DNN Inference on the Edge.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Pervasive Computing and Communications, 2021

Artifact: Masa: Responsive Multi-DNN Inference on the Edge.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, 2021

LABELNET: Recovering Noisy Labels.

[BibT_eX]

[DOI]

Proceedings of the International Joint Conference on Neural Networks, 2021

Evaluation of Networking Options for Containerized Deployment of Real-Time Applications.

[BibT_eX]

[DOI]

Thanikesavan Sivanthi

Proceedings of the 26th IEEE International Conference on Emerging Technologies and Factory Automation, 2021

TrustNet: Learning from Trusted Data Against (A)symmetric Label Noise.

[BibT_eX]

[DOI]

Proceedings of the BDCAT '21: 2021 IEEE/ACM 8th International Conference on Big Data Computing, Applications and Technologies, Leicester, United Kingdom, December 6, 2021

QActor: Active Learning on Noisy Labels.

[BibT_eX]

[DOI]

Proceedings of the Asian Conference on Machine Learning, 2021

CTAB-GAN: Effective Table Data Synthesizing.

[BibT_eX]

[DOI]

Proceedings of the Asian Conference on Machine Learning, 2021

2020

Making Neighbors Quiet: An Approach to Detect Virtual Resource Contention.

[BibT_eX]

[DOI]

Joel Vallone

IEEE Trans. Serv. Comput., 2020

TrustNet: Learning from Trusted Data Against (A)symmetric Label Noise.

[BibT_eX]

[DOI]

CoRR, 2020

ExpertNet: Adversarial Learning and Recovery Against Noisy Labels.

[BibT_eX]

[DOI]

CoRR, 2020

QActor: On-line Active Learning for Noisy Labeled Stream Data.

[BibT_eX]

[DOI]

CoRR, 2020

PipeTune: Pipeline Parallelism of Hyper and System Parameters Tuning for Deep Learning Clusters.

[BibT_eX]

[DOI]

Proceedings of the Middleware '20: 21st International Middleware Conference, 2020

Anomaly Detection for Time Series Using VAE-LSTM Hybrid Model.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

End-to-End Learning from Noisy Crowd to Supervised Machine Learning Models.

[BibT_eX]

[DOI]

Proceedings of the 2nd IEEE International Conference on Cognitive Machine Intelligence, 2020

2019

RAD: On-line Anomaly Detection for Highly Unreliable Data.

[BibT_eX]

[DOI]

CoRR, 2019

WiSE-VAE: Wide Sample Estimator VAE.

[BibT_eX]

[DOI]

CoRR, 2019

Robust (Deep) Learning Framework Against Dirty Labels and Beyond.

[BibT_eX]

[DOI]

Proceedings of the First IEEE International Conference on Trust, 2019

Differential Approximation and Sprinting for Multi-Priority Big Data Engines.

[BibT_eX]

[DOI]

Proceedings of the 20th International Middleware Conference, 2019

Exploring Deep Reinforcement Learning for Autonomous Powerline Tracking.

[BibT_eX]

[DOI]

Panin Pienroj

Sandro Schönborn

Proceedings of the IEEE INFOCOM 2019, 2019

WiSE-ALE: Wide Sample Estimator for Aggregate Latent Embedding.

[BibT_eX]

[DOI]

Proceedings of the Deep Generative Models for Highly Structured Data, 2019

Chisel: Reshaping Queries to Trim Latency in Key-Value Stores.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Conference on Autonomic Computing, 2019

Robust Anomaly Detection on Unreliable Data.

[BibT_eX]

[DOI]

Proceedings of the 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2019

Learning Semantically Meaningful Embeddings Using Linear Constraints.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

2018

Spatial-Temporal Prediction Models for Active Ticket Managing in Data Centers.

[BibT_eX]

[DOI]

IEEE Trans. Netw. Serv. Manag., 2018

Optimizing for Tail Sojourn Times of Cloud Clusters.

[BibT_eX]

[DOI]

IEEE Trans. Cloud Comput., 2018

Effective Capacity Modulation as an Explicit Control Knob for Public Cloud Profitability.

[BibT_eX]

[DOI]

ACM Trans. Auton. Adapt. Syst., 2018

SmallTail: Scaling Cores and Probabilistic Cloning Requests for Web Systems.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Autonomic Computing, 2018

Competition: Energy-Efficient Many-to-Many Communication with Channel-Hopping.

[BibT_eX]

[DOI]

Proceedings of the 2018 International Conference on Embedded Wireless Systems and Networks, 2018

Model-driven computational sprinting.

[BibT_eX]

[DOI]

Proceedings of the Thirteenth EuroSys Conference, 2018

2017

Cutting Latency Tail: Analyzing and Validating Replication without Canceling.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2017

Bringing 5G into Rural and Low-Income Areas: Is It Feasible?

[BibT_eX]

[DOI]

Luca Chiaraviglio

Nicola Blefari-Melazzi

IEEE Commun. Stand. Mag., 2017

PULP: Achieving Privacy and Utility Trade-Off in User Mobility Data.

[BibT_eX]

[DOI]

Proceedings of the 36th IEEE Symposium on Reliable Distributed Systems, 2017

On the latency-accuracy tradeoff in approximate MapReduce jobs.

[BibT_eX]

[DOI]

Juan F. Pérez

Proceedings of the 2017 IEEE Conference on Computer Communications, 2017

Power of redundancy: Designing partial replication for multi-tier applications.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE Conference on Computer Communications, 2017

Dual Scaling VMs and Queries: Cost-Effective Latency Curtailment.

[BibT_eX]

[DOI]

Proceedings of the 37th IEEE International Conference on Distributed Computing Systems, 2017

AccStream: Accuracy-Aware Overload Management for Stream Processing Systems.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Autonomic Computing, 2017

Meeting Latency Target in Transient Burst: A Case on Spark Streaming.

[BibT_eX]

[DOI]

Mathias Björkqvist

Evangelia Kalyvianaki

Proceedings of the 2017 IEEE International Conference on Cloud Engineering, 2017

Early work on modeling computational sprinting.

[BibT_eX]

[DOI]

Proceedings of the 2017 Symposium on Cloud Computing, SoCC 2017, Santa Clara, CA, USA, 2017

State of Practice of Non-self-aware Virtual Machine Management in Cloud Data Centers.

[BibT_eX]

[DOI]

Proceedings of the Self-Aware Computing Systems., 2017

Self-aware Computing Systems: Open Challenges and Future Research Directions.

[BibT_eX]

[DOI]

Proceedings of the Self-Aware Computing Systems., 2017

2016

On Fair Attribution of Costs Under Peak-Based Pricing to Cloud Tenants.

[BibT_eX]

[DOI]

ACM Trans. Model. Perform. Evaluation Comput. Syst., 2016

Virtualization in the Private Cloud: State of the Practice.

[BibT_eX]

[DOI]

IEEE Trans. Netw. Serv. Manag., 2016

PROST: Predicting Resource Usages with Spatial and Temporal Dependencies.

[BibT_eX]

[DOI]

Proceedings of the 7th ACM/SPEC International Conference on Performance Engineering, 2016

Tale of Tails: Anomaly Avoidance in Data Centers.

[BibT_eX]

[DOI]

Proceedings of the 35th IEEE Symposium on Reliable Distributed Systems, 2016

Resource management of replicated service systems provisioned in the cloud.

[BibT_eX]

[DOI]

Mathias Björkqvist

Walter Binder

Proceedings of the 2016 IEEE/IFIP Network Operations and Management Symposium, 2016

Robust Server Consolidation: Coping with Peak Demand Underestimation.

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE International Symposium on Modeling, 2016

5G in rural and low-income areas: Are we ready?

[BibT_eX]

[DOI]

Luca Chiaraviglio

Nicola Blefari-Melazzi

Proceedings of the 2016 ITU Kaleidoscope: ICTs for a Sustainable World, 2016

Defeating variability in cloud applications by multi-tier workload redundancy.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Communications Workshops, 2016

Dslash: Managing Data in Overloaded Batch Streaming Systems.

[BibT_eX]

[DOI]

Mathias Björkqvist

Evangelia Kalyvianaki

Siva Meenakshi Renganathan

Proceedings of the 36th IEEE International Conference on Distributed Computing Systems, 2016

Sprint Ability: How Well Does Your Software Exploit Bursts in Processing Capacity?

[BibT_eX]

[DOI]

Nathaniel Morris

Christopher Stewart

Proceedings of the 2016 IEEE International Conference on Autonomic Computing, 2016

Dynamic Block Sizing for Data Stream Processing Systems.

[BibT_eX]

[DOI]

Evangelia Kalyvianaki

Walter Binder

Martin L. Schmatz

Proceedings of the 2016 IEEE International Conference on Cloud Engineering Workshop, 2016

Managing Data Center Tickets: Prediction and Active Sizing.

[BibT_eX]

[DOI]

Proceedings of the 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2016

Profiling Memory Vulnerability of Big-Data Applications.

[BibT_eX]

[DOI]

Proceedings of the 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops, 2016

Integrated Energy Efficient Data Centre Management for Green Cloud Computing - The FP7 GENiC Project Experience.

[BibT_eX]

[DOI]

Proceedings of the CLOSER 2016, 2016

2015

Usage Patterns in Multi-tenant Data Centers: a Large-Case Field Study.

[BibT_eX]

[DOI]

Proceedings of the Handbook on Data Centers, 2015

Neighborhood Filtering Strategies for Overlay Construction in P2P-TV Systems: Design and Experimental Comparison.

[BibT_eX]

[DOI]

IEEE/ACM Trans. Netw., 2015

On Energyaware Allocation and Execution for Batch and Interactive MapReduce.

[BibT_eX]

[DOI]

SIGMETRICS Perform. Evaluation Rev., 2015

Demystifying Casualties of Evictions in Big Data Priority Scheduling.

[BibT_eX]

[DOI]

SIGMETRICS Perform. Evaluation Rev., 2015

A simulation framework for priority scheduling on heterogeneous clusters.

[BibT_eX]

[DOI]

Future Gener. Comput. Syst., 2015

PRACTISE - Demonstrating a Neural Network Based Framework for Robust Prediction of Data Center Workload.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE/ACM International Conference on Utility and Cloud Computing, 2015

When Virtual Meets Physical at the Edge: A Field Study on Datacenters' Virtual Traffic.

[BibT_eX]

[DOI]

Proceedings of the 2015 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, 2015

Contention detection by throttling: A black-box on-line approach.

[BibT_eX]

[DOI]

Proceedings of the 23rd IEEE International Symposium on Quality of Service, 2015

Optimizing capacity allocation for big data applications in cloud datacenters.

[BibT_eX]

[DOI]

Proceedings of the IFIP/IEEE International Symposium on Integrated Network Management, 2015

Optimizing Energy, Locality and Priority in a MapReduce Cluster.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Autonomic Computing, 2015

Recouping Energy Costs From Cloud Tenants: Tenant Demand Response Aware Pricing Design.

[BibT_eX]

[DOI]

Proceedings of the 2015 ACM Sixth International Conference on Future Energy Systems, 2015

PRACTISE: Robust prediction of data center time series.

[BibT_eX]

[DOI]

Proceedings of the 11th International Conference on Network and Service Management, 2015

2014

Datacenter Applications in Virtualized Networks: A Cross-Layer Performance Study.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Commun., 2014

Scalable High Resolution Traffic Heatmaps: Coherent Queue Visualization for Datacenters.

[BibT_eX]

[DOI]

Andreea Simona Anghel

Mitchell Gusat

Proceedings of the Traffic Monitoring and Analysis - 6th International Workshop, 2014

Multi-resource characterization and their (in)dependencies in production datacenters.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Network Operations and Management Symposium, 2014

(Big)data in a virtualized world: volume, velocity, and variety in cloud datacenters.

[BibT_eX]

[DOI]

Proceedings of the 12th USENIX conference on File and Storage Technologies, 2014

Failure Analysis of Virtual and Physical Machines: Patterns, Causes and Characteristics.

[BibT_eX]

[DOI]

Proceedings of the 44th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2014

zFabric: How to virtualize lossless ethernet?

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Conference on Cluster Computing, 2014

2013

Got loss?: get zOVN!

[BibT_eX]

[DOI]

Proceedings of the ACM SIGCOMM 2013 Conference, 2013

Characterization Analysis of Resource Utilization Distribution.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE 21st International Symposium on Modelling, 2013

A datacenter network tale from a server's perspective.

[BibT_eX]

[DOI]

Proceedings of the 21st IEEE/ACM International Symposium on Quality of Service, 2013

An intent-based approach for network virtualization.

[BibT_eX]

[DOI]

Proceedings of the 2013 IFIP/IEEE International Symposium on Integrated Network Management (IM 2013), 2013

How elastic is your virtualized datacenter fabric?

[BibT_eX]

[DOI]

Proceedings of the 2013 Interconnection Network Architecture: On-Chip, Multi-Chip, 2013

State-of-the-practice in data center virtualization: Toward a better understanding of VM usage.

[BibT_eX]

[DOI]

Proceedings of the 2013 43rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), 2013

2012

A delay-based aggregate rate control for P2P streaming systems.

[BibT_eX]

[DOI]

Comput. Commun., 2012

Towards massively parallel simulations of massively parallel high-performance computing systems.

[BibT_eX]

[DOI]

Germán Rodríguez

Proceedings of the International ICST Conference on Simulation Tools and Techniques, 2012

Experimental comparison of neighborhood filtering strategies in unstructured P2P-TV systems.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Peer-to-Peer Computing, 2012

Usage patterns in multi-tenant data centers: a temporal perspective.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Autonomic Computing, 2012

Partition/aggregate in commodity 10G ethernet software-defined networking.

[BibT_eX]

[DOI]

Proceedings of the 13th IEEE International Conference on High Performance Switching and Routing, 2012

Data Centers in the Cloud: A Large Scale Performance Study.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE Fifth International Conference on Cloud Computing, 2012

2011

Architecture of a network-aware P2P-TV application: the NAPA-WINE approach.

[BibT_eX]

[DOI]

IEEE Commun. Mag., 2011

Hose rate control for P2P-TV streaming systems.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Conference on Peer-to-Peer Computing, 2011

SNMP Management in a Distributed Software Router Architecture.

[BibT_eX]

[DOI]

Andrea Bianco

Fikru Getachew Debele

Luca Giraudo

Proceedings of IEEE International Conference on Communications, 2011

Short and Fat: TCP Performance in CEE Datacenter Networks.

[BibT_eX]

[DOI]

Daniel Crisan

Andreea Simona Anghel

Mitchell Gusat

Proceedings of the IEEE 19th Annual Symposium on High Performance Interconnects, 2011

2010

Experiences of VoIP traffic monitoring in a commercial ISP.

[BibT_eX]

[DOI]

Int. J. Netw. Manag., 2010

Network Friendly P2P-TV: The Napa-Wine Approach.

[BibT_eX]

[DOI]

Proceedings of the IEEE Tenth International Conference on Peer-to-Peer Computing, 2010

OpenFlow Switching: Data Plane Performance.

[BibT_eX]

[DOI]

Proceedings of IEEE International Conference on Communications, 2010

Multistage Software Routers in a Virtual Environment.

[BibT_eX]

[DOI]

Proceedings of the Global Communications Conference, 2010

2009

HERO: High-speed enhanced routing operation in Ethernet NICs for software routers.

[BibT_eX]

[DOI]

Michele Petracca

Andrea Bianco

Comput. Networks, 2009

Delay-Based Cloud Congestion Control.

[BibT_eX]

[DOI]

Mitchell Gusat