Understanding VoIP from Backbone Measurements. - Robert Birke; Marco Mellia; Michele Petracca; Dario Rossi 001 (INFOCOM, 2007)

Delay-Based Cloud Congestion Control. - Mitchell Gusat; Robert Birke; Cyriel Minkenberg (GLOBECOM, 2009)

HERO: High-speed enhanced routing operation in Ethernet NICs for software routers. - Michele Petracca; Robert Birke; Andrea Bianco (Comput. Networks, 2009)

Multistage Software Routers in a Virtual Environment. - Andrea Bianco; Robert Birke; Luca Giraudo; Nanfang Li (GLOBECOM, 2010)

OpenFlow Switching: Data Plane Performance. - Andrea Bianco; Robert Birke; Luca Giraudo; Manuel Palacin (ICC, 2010)

Network Friendly P2P-TV: The Napa-Wine Approach. - Luca Abeni; Arpad Bakay; Marco Biazzini; Robert Birke; Emilio Leonardi; Renato Lo Cigno; Csaba Király 002; Marco Mellia; Saverio Niccolini; Jan Seedorf; Tivadar Szemethy; Giuseppe Tropea (Peer-to-Peer Computing, 2010)

Experiences of VoIP traffic monitoring in a commercial ISP. - Robert Birke; Marco Mellia; Michele Petracca; Dario Rossi 001 (Int. J. Netw. Manag., 2010)

Short and Fat: TCP Performance in CEE Datacenter Networks. - Daniel Crisan; Andreea Simona Anghel; Robert Birke; Cyriel Minkenberg; Mitchell Gusat (Hot Interconnects, 2011)

SNMP Management in a Distributed Software Router Architecture. - Andrea Bianco; Robert Birke; Fikru Getachew Debele; Luca Giraudo (ICC, 2011)

Hose rate control for P2P-TV streaming systems. - Robert Birke; Csaba Király 002; Emilio Leonardi; Marco Mellia; Michela Meo; Stefano Traverso (Peer-to-Peer Computing, 2011)

Architecture of a network-aware P2P-TV application: the NAPA-WINE approach. - Robert Birke; Emilio Leonardi; Marco Mellia; Arpad Bakay; Tivadar Szemethy; Csaba Király 002; Renato Lo Cigno; Fabien Mathieu; Luca Muscariello; Saverio Niccolini; Jan Seedorf; Giuseppe Tropea (IEEE Commun. Mag., 2011)

Data Centers in the Cloud: A Large Scale Performance Study. - Robert Birke; Lydia Y. Chen; Evgenia Smirni (IEEE CLOUD, 2012)

Partition/aggregate in commodity 10G ethernet software-defined networking. - Robert Birke; Daniel Crisan; Katherine Barabash; Anna Levin; Casimer M. DeCusatis; Cyriel Minkenberg; Mitchell Gusat (HPSR, 2012)

Usage patterns in multi-tenant data centers: a temporal perspective. - Robert Birke; Lydia Y. Chen; Evgenia Smirni (ICAC, 2012)

Experimental comparison of neighborhood filtering strategies in unstructured P2P-TV systems. - Stefano Traverso; Luca Abeni; Robert Birke; Csaba Király 002; Emilio Leonardi; Renato Lo Cigno; Marco Mellia (P2P, 2012)

Towards massively parallel simulations of massively parallel high-performance computing systems. - Robert Birke; Germán Rodríguez; Cyriel Minkenberg (SimuTools, 2012)

A delay-based aggregate rate control for P2P streaming systems. - Robert Birke; Csaba Király 002; Emilio Leonardi; Marco Mellia; Michela Meo; Stefano Traverso (Comput. Commun., 2012)

State-of-the-practice in data center virtualization: Toward a better understanding of VM usage. - Robert Birke; Andrej Podzimek; Lydia Y. Chen; Evgenia Smirni (DSN, 2013)

How elastic is your virtualized datacenter fabric? - Daniel Crisan; Robert Birke; Nikolaos Chrysos; Mitch Gusat (INA-OCMC@HiPEAC, 2013)

An intent-based approach for network virtualization. - Rami Cohen; Katherine Barabash; Benny Rochwerger; Liran Schour; Daniel Crisan; Robert Birke; Cyriel Minkenberg; Mitchell Gusat; Renato Recio; Vinit Jain (IM, 2013)

A datacenter network tale from a server's perspective. - Robert Birke; Lydia Y. Chen; Cyriel Minkenberg (IWQoS, 2013)

Characterization Analysis of Resource Utilization Distribution. - Robert Birke; Lydia Y. Chen; Marco Gribaudo; Pietro Piazzolla (MASCOTS, 2013)

Got loss?: get zOVN! - Daniel Crisan; Robert Birke; Gilles Cressier; Cyriel Minkenberg; Mitchell Gusat (SIGCOMM, 2013)

zFabric: How to virtualize lossless ethernet? - Daniel Crisan; Robert Birke; Nikolaos Chrysos; Cyriel Minkenberg; Mitchell Gusat (CLUSTER, 2014)

Failure Analysis of Virtual and Physical Machines: Patterns, Causes and Characteristics. - Robert Birke; Ioana Giurgiu; Lydia Y. Chen; Dorothea Wiesmann; Ton Engbersen (DSN, 2014)

(Big)data in a virtualized world: volume, velocity, and variety in cloud datacenters. - Robert Birke; Mathias Björkqvist; Lydia Y. Chen; Evgenia Smirni; Ton Engbersen (FAST, 2014)

Multi-resource characterization and their (in)dependencies in production datacenters. - Robert Birke; Lydia Y. Chen; Evgenia Smirni (NOMS, 2014)

Scalable High Resolution Traffic Heatmaps: Coherent Queue Visualization for Datacenters. - Andreea Simona Anghel; Robert Birke; Mitchell Gusat (TMA, 2014)

Datacenter Applications in Virtualized Networks: A Cross-Layer Performance Study. - Daniel Crisan; Robert Birke; Katherine Barabash; Rami Cohen; Mitchell Gusat (IEEE J. Sel. Areas Commun., 2014)

PRACTISE: Robust prediction of data center time series. - Ji Xue; Feng Yan 001; Robert Birke; Lydia Y. Chen; Thomas Scherer; Evgenia Smirni (CNSM, 2015)

Recouping Energy Costs From Cloud Tenants: Tenant Demand Response Aware Pricing Design. - Cheng Wang 014; Neda Nasiriani; George Kesidis; Bhuvan Urgaonkar; Qian Wang 029; Lydia Y. Chen; Aayush Gupta; Robert Birke (e-Energy, 2015)

Optimizing Energy, Locality and Priority in a MapReduce Cluster. - Yijun Ying; Robert Birke; Cheng Wang 014; Lydia Y. Chen; Natarajan Gautam (ICAC, 2015)

Optimizing capacity allocation for big data applications in cloud datacenters. - Sebastiano Spicuglia; Lydia Y. Chen; Robert Birke; Walter Binder (IM, 2015)

Contention detection by throttling: A black-box on-line approach. - Joel Vallone; Robert Birke; Lydia Y. Chen; Babak Falsafi (IWQoS, 2015)

When Virtual Meets Physical at the Edge: A Field Study on Datacenters' Virtual Traffic. - Robert Birke; Mathias Björkqvist; Cyriel Minkenberg; Martin L. Schmatz; Lydia Y. Chen (SIGMETRICS, 2015)

PRACTISE - Demonstrating a Neural Network Based Framework for Robust Prediction of Data Center Workload. - Thomas Scherer; Ji Xue; Feng Yan 001; Robert Birke; Lydia Y. Chen; Evgenia Smirni (UCC, 2015)

A simulation framework for priority scheduling on heterogeneous clusters. - Derya Çavdar; Robert Birke; Lydia Y. Chen; Fatih Alagöz (Future Gener. Comput. Syst., 2015)

Demystifying Casualties of Evictions in Big Data Priority Scheduling. - Andrea Rosà; Lydia Y. Chen; Robert Birke; Walter Binder (SIGMETRICS Perform. Evaluation Rev., 2015)

On Energyaware Allocation and Execution for Batch and Interactive MapReduce. - Yijun Ying; Robert Birke; Cheng Wang 014; Lydia Y. Chen; Natarajan Gautam (SIGMETRICS Perform. Evaluation Rev., 2015)

Neighborhood Filtering Strategies for Overlay Construction in P2P-TV Systems: Design and Experimental Comparison. - Stefano Traverso; Luca Abeni; Robert Birke; Csaba Király 002; Emilio Leonardi; Renato Lo Cigno; Marco Mellia (IEEE/ACM Trans. Netw., 2015)

Usage Patterns in Multi-tenant Data Centers: a Large-Case Field Study. - Robert Birke; Lydia Y. Chen; Evgenia Smirni (Handbook on Data Centers, 2015)

Integrated Energy Efficient Data Centre Management for Green Cloud Computing - The FP7 GENiC Project Experience. - J. Ignacio Torrens; Deepak Mehta 001; Vojtech Zavrel; Diarmuid Grimes; Thomas Scherer; Robert Birke; Lydia Y. Chen; Susan Rea; Lara Lopez; Enric Pages; Dirk Pesch (CLOSER (2), 2016)

Profiling Memory Vulnerability of Big-Data Applications. - Navaneeth Rameshan; Robert Birke; Leandro Navarro 001; Vladimir Vlassov; Bhuvan Urgaonkar; George Kesidis; Martin L. Schmatz; Lydia Y. Chen (DSN Workshops, 2016)

Managing Data Center Tickets: Prediction and Active Sizing. - Ji Xue; Robert Birke; Lydia Y. Chen; Evgenia Smirni (DSN, 2016)

Dynamic Block Sizing for Data Stream Processing Systems. - Robert Birke; Evangelia Kalyvianaki; Walter Binder; Martin L. Schmatz; Lydia Y. Chen (IC2E Workshops, 2016)

Sprint Ability: How Well Does Your Software Exploit Bursts in Processing Capacity? - Nathaniel Morris; Siva Meenakshi Renganathan; Christopher Stewart; Robert Birke; Lydia Y. Chen (ICAC, 2016)

Dslash: Managing Data in Overloaded Batch Streaming Systems. - Robert Birke; Mathias Björkqvist; Evangelia Kalyvianaki; Lydia Y. Chen (ICDCS, 2016)

Defeating variability in cloud applications by multi-tier workload redundancy. - Robert Birke; Zhan Qiu; Juan F. Pérez; Lydia Y. Chen (INFOCOM Workshops, 2016)

5G in rural and low-income areas: Are we ready? - Luca Chiaraviglio; Nicola Blefari-Melazzi; William Liu; Jairo A. Gutiérrez; Jaap van de Beek; Robert Birke; Lydia Y. Chen; Filip Idzikowski; Daniel C. Kilper; Paolo Monti 001; Jinsong Wu 001 (Kaleidoscope, 2016)

Robust Server Consolidation: Coping with Peak Demand Underestimation. - Diarmuid Grimes; Deepak Mehta 001; Barry O'Sullivan; Robert Birke; Lydia Y. Chen; Thomas Scherer; Ignacio Castiñeiras (MASCOTS, 2016)

Resource management of replicated service systems provisioned in the cloud. - Mathias Björkqvist; Robert Birke; Walter Binder (NOMS, 2016)

Tale of Tails: Anomaly Avoidance in Data Centers. - Ji Xue; Robert Birke; Lydia Y. Chen; Evgenia Smirni (SRDS, 2016)

PROST: Predicting Resource Usages with Spatial and Temporal Dependencies. - Ji Xue; Evgenia Smirni; Thomas Scherer; Robert Birke; Lydia Y. Chen (ICPE, 2016)

Virtualization in the Private Cloud: State of the Practice. - Robert Birke; Andrej Podzimek; Lydia Y. Chen; Evgenia Smirni (IEEE Trans. Netw. Serv. Manag., 2016)

On Fair Attribution of Costs Under Peak-Based Pricing to Cloud Tenants. - Neda Nasiriani; Cheng Wang 014; George Kesidis; Bhuvan Urgaonkar; Lydia Y. Chen; Robert Birke (ACM Trans. Model. Perform. Evaluation Comput. Syst., 2016)

Self-aware Computing Systems: Open Challenges and Future Research Directions. - Robert Birke; Javier Cámara 001; Lydia Y. Chen; Lukas Esterle; Kurt Geihs; Erol Gelenbe; Holger Giese; Anders Robertsson; Xiaoyun Zhu (Self-Aware Computing Systems, 2017)

State of Practice of Non-self-aware Virtual Machine Management in Cloud Data Centers. - Lydia Y. Chen; Robert Birke; Evgenia Smirni (Self-Aware Computing Systems, 2017)

Early work on modeling computational sprinting. - Nathaniel Morris; Christopher Stewart; Robert Birke; Lydia Y. Chen; Jaimie Kelley (SoCC, 2017)

Meeting Latency Target in Transient Burst: A Case on Spark Streaming. - Robert Birke; Mathias Björkqvist; Evangelia Kalyvianaki; Lydia Y. Chen (IC2E, 2017)

AccStream: Accuracy-Aware Overload Management for Stream Processing Systems. - Haiyang Sun 003; Robert Birke; Walter Binder; Mathias Björkqvist; Lydia Y. Chen (ICAC, 2017)

Dual Scaling VMs and Queries: Cost-Effective Latency Curtailment. - Juan F. Pérez; Robert Birke; Mathias Björkqvist; Lydia Y. Chen (ICDCS, 2017)

Power of redundancy: Designing partial replication for multi-tier applications. - Robert Birke; Juan F. Pérez; Zhan Qiu; Mathias Björkqvist; Lydia Y. Chen (INFOCOM, 2017)

On the latency-accuracy tradeoff in approximate MapReduce jobs. - Juan F. Pérez; Robert Birke; Lydia Y. Chen (INFOCOM, 2017)

PULP: Achieving Privacy and Utility Trade-Off in User Mobility Data. - Sophie Cerf; Vincent Primault; Antoine Boutet; Sonia Ben Mokhtar; Robert Birke; Sara Bouchenak; Lydia Y. Chen; Nicolas Marchand; Bogdan Robu (SRDS, 2017)

Bringing 5G into Rural and Low-Income Areas: Is It Feasible? - Luca Chiaraviglio; Nicola Blefari-Melazzi; William Liu; Jairo A. Gutiérrez; Jaap van de Beek; Robert Birke; Lydia Y. Chen; Filip Idzikowski; Daniel C. Kilper; Paolo Monti 001; Antoine B. Bagula; Jinsong Wu 001 (IEEE Commun. Stand. Mag., 2017)

Cutting Latency Tail: Analyzing and Validating Replication without Canceling. - Zhan Qiu; Juan F. Pérez; Robert Birke; Lydia Y. Chen; Peter G. Harrison (IEEE Trans. Parallel Distributed Syst., 2017)

Model-driven computational sprinting. - Nathaniel Morris; Christopher Stewart; Lydia Y. Chen; Robert Birke; Jaimie Kelley (EuroSys, 2018)

Competition: Energy-Efficient Many-to-Many Communication with Channel-Hopping. - Philipp Sommer; Yvonne-Anne Pignolet; Stevan Marinkovic; Aurelien Monot; Maelle Kabir-Querrec; Robert Birke (EWSN, 2018)

SmallTail: Scaling Cores and Probabilistic Cloning Requests for Web Systems. - Ewnetu Bayuh Lakew; Robert Birke; Juan F. Pérez; Erik Elmroth; Lydia Y. Chen (ICAC, 2018)

Effective Capacity Modulation as an Explicit Control Knob for Public Cloud Profitability. - Cheng Wang 014; Bhuvan Urgaonkar; George Kesidis; Aayush Gupta; Lydia Y. Chen; Robert Birke (ACM Trans. Auton. Adapt. Syst., 2018)

Optimizing for Tail Sojourn Times of Cloud Clusters. - Mathias Björkqvist; Natarajan Gautam; Robert Birke; Lydia Y. Chen; Walter Binder (IEEE Trans. Cloud Comput., 2018)

Spatial-Temporal Prediction Models for Active Ticket Managing in Data Centers. - Ji Xue; Robert Birke; Lydia Y. Chen; Evgenia Smirni (IEEE Trans. Netw. Serv. Manag., 2018)

Learning Semantically Meaningful Embeddings Using Linear Constraints. - Shuyu Lin; Bo Yang 027; Robert Birke; Ronald Clark (CVPR Workshops, 2019)

Robust Anomaly Detection on Unreliable Data. - Zilong Zhao 001; Sophie Cerf; Robert Birke; Bogdan Robu; Sara Bouchenak; Sonia Ben Mokhtar; Lydia Y. Chen (DSN, 2019)

Chisel: Reshaping Queries to Trim Latency in Key-Value Stores. - Robert Birke; Juan F. Pérez; Sonia Ben Mokhtar; Navaneeth Rameshan; Lydia Y. Chen (ICAC, 2019)

WiSE-ALE: Wide Sample Estimator for Aggregate Latent Embedding. - Shuyu Lin; Ronald Clark; Robert Birke; Niki Trigoni; Stephen J. Roberts (DGS@ICLR, 2019)

Exploring Deep Reinforcement Learning for Autonomous Powerline Tracking. - Panin Pienroj; Sandro Schönborn; Robert Birke (INFOCOM Workshops, 2019)

Differential Approximation and Sprinting for Multi-Priority Big Data Engines. - Robert Birke; Isabelly Rocha; Juan F. Pérez; Valerio Schiavoni; Pascal Felber; Lydia Y. Chen (Middleware, 2019)

Robust (Deep) Learning Framework Against Dirty Labels and Beyond. - Amirmasoud Ghiassi; Taraneh Younesian; Zilong Zhao 001; Robert Birke; Valerio Schiavoni; Lydia Y. Chen (TPS-ISA, 2019)

WiSE-VAE: Wide Sample Estimator VAE. - Shuyu Lin; Ronald Clark; Robert Birke; Niki Trigoni; Stephen J. Roberts (CoRR, 2019)

RAD: On-line Anomaly Detection for Highly Unreliable Data. - Zilong Zhao 001; Robert Birke; Rui Han 001; Bogdan Robu; Sara Bouchenak; Sonia Ben Mokhtar; Lydia Y. Chen (CoRR, 2019)

End-to-End Learning from Noisy Crowd to Supervised Machine Learning Models. - Taraneh Younesian; Chi Hong; Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (CogMI, 2020)

Anomaly Detection for Time Series Using VAE-LSTM Hybrid Model. - Shuyu Lin; Ronald Clark; Robert Birke; Sandro Schönborn; Niki Trigoni; Stephen J. Roberts (ICASSP, 2020)

PipeTune: Pipeline Parallelism of Hyper and System Parameters Tuning for Deep Learning Clusters. - Isabelly Rocha; Nathaniel Morris; Lydia Y. Chen; Pascal Felber; Robert Birke; Valerio Schiavoni (Middleware, 2020)

QActor: On-line Active Learning for Noisy Labeled Stream Data. - Taraneh Younesian; Zilong Zhao 001; Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (CoRR, 2020)

ExpertNet: Adversarial Learning and Recovery Against Noisy Labels. - Amirmasoud Ghiassi; Robert Birke; Rui Han 001; Lydia Y. Chen (CoRR, 2020)

TrustNet: Learning from Trusted Data Against (A)symmetric Label Noise. - Amirmasoud Ghiassi; Taraneh Younesian; Robert Birke; Lydia Y. Chen (CoRR, 2020)

Making Neighbors Quiet: An Approach to Detect Virtual Resource Contention. - Joel Vallone; Robert Birke; Lydia Y. Chen (IEEE Trans. Serv. Comput., 2020)

CTAB-GAN: Effective Table Data Synthesizing. - Zilong Zhao 001; Aditya Kunar; Robert Birke; Lydia Y. Chen (ACML, 2021)

QActor: Active Learning on Noisy Labels. - Taraneh Younesian; Zilong Zhao 001; Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (ACML, 2021)

TrustNet: Learning from Trusted Data Against (A)symmetric Label Noise. - Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (BDCAT, 2021)

Evaluation of Networking Options for Containerized Deployment of Real-Time Applications. - Giuliano Albanese; Robert Birke; Georgia Giannopoulou; Sandro Schönborn; Thanikesavan Sivanthi (ETFA, 2021)

LABELNET: Recovering Noisy Labels. - Amirmasoud Ghiassi; Robert Birke; Rui Han 001; Lydia Y. Chen (IJCNN, 2021)

Artifact: Masa: Responsive Multi-DNN Inference on the Edge. - Bart Cox; Jeroen Galjaard; Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (PerCom Workshops, 2021)

Masa: Responsive Multi-DNN Inference on the Edge. - Bart Cox; Jeroen Galjaard; Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (PerCom, 2021)

MemA: Fast Inference of Multiple Deep Models. - Jeroen Galjaard; Bart Cox; Amirmasoud Ghiassi; Lydia Y. Chen; Robert Birke (PerCom Workshops, 2021)

Online Label Aggregation: A Variational Bayesian Approach. - Chi Hong; Amirmasoud Ghiassi; Yichi Zhou; Robert Birke; Lydia Y. Chen (WWW, 2021)

CTAB-GAN: Effective Table Data Synthesizing. - Zilong Zhao 001; Aditya Kunar; Hiek Van der Scheer; Robert Birke; Lydia Y. Chen (CoRR, 2021)

DTGAN: Differential Private Training for Tabular GANs. - Aditya Kunar; Robert Birke; Zilong Zhao 001; Lydia Y. Chen (CoRR, 2021)

Multi-Label Gold Asymmetric Loss Correction with Single-Label Regulators. - Cosmin Octavian Pene; Amirmasoud Ghiassi; Taraneh Younesian; Robert Birke; Lydia Y. Chen (CoRR, 2021)

Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data. - Zilong Zhao 001; Robert Birke; Aditya Kunar; Lydia Y. Chen (CoRR, 2021)

Enhancing Robustness of On-Line Learning Models on Highly Noisy Data. - Zilong Zhao 001; Robert Birke; Rui Han 001; Bogdan Robu; Sara Bouchenak; Sonia Ben Mokhtar; Lydia Y. Chen (IEEE Trans. Dependable Secur. Comput., 2021)

Guest Editorial: Special Section on Embracing Artificial Intelligence for Network and Service Management. - Hanan Lutfiyya; Robert Birke; Giuliano Casale; Amogh Dhamdhere; Jinho Hwang; Takeru Inoue; Neeraj Kumar 001; Deepak Puthal; Nur Zincir-Heywood (IEEE Trans. Netw. Serv. Manag., 2021)

sPARE: Partial Replication for Multi-Tier Applications in the Cloud. - Robert Birke; Juan F. Pérez; Zhan Qiu; Mathias Björkqvist; Lydia Y. Chen (IEEE Trans. Serv. Comput., 2021)

Multi Label Loss Correction against Missing and Corrupted Labels. - Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (ACML, 2022)

Trusted Loss Correction for Noisy Multi-Label Learning. - Amirmasoud Ghiassi; Cosmin Octavian Pene; Robert Birke; Lydia Y. Chen (ACML, 2022)

Permutation-Invariant Tabular Data Synthesis. - Yujin Zhu; Zilong Zhao 001; Robert Birke; Lydia Y. Chen (IEEE Big Data, 2022)

LABNET: A Collaborative Method for DNN Training and Label Aggregation. - Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (ICAART (2), 2022)

Performance Modeling for Short-Term Cache Allocation. - Christopher Stewart; Nathaniel Morris; Lydia Y. Chen; Robert Birke (ICPP, 2022)

CTAB-GAN+: Enhancing Tabular Data Synthesis. - Zilong Zhao 001; Aditya Kunar; Robert Birke; Lydia Y. Chen (CoRR, 2022)

FCT-GAN: Enhancing Table Synthesis via Fourier Transform. - Zilong Zhao 001; Robert Birke; Lydia Y. Chen (CoRR, 2022)

Memory-aware and context-aware multi-DNN inference on the edge. - Bart Cox; Robert Birke; Lydia Y. Chen (Pervasive Mob. Comput., 2022)

Guest Editorial: Special Issue on Machine Learning and Artificial Intelligence for Managing Networks, Systems, and Services - Part I. - Nur Zincir-Heywood; Robert Birke; Elias Bou-Harb; Giuliano Casale; Khalil El-Khatib; Takeru Inoue; Neeraj Kumar 001; Hanan Lutfiyya; Deepak Puthal; Abdallah Shami; Natalia Stakhanova; Farhana H. Zulkernine (IEEE Trans. Netw. Serv. Manag., 2022)

GDTS: GAN-Based Distributed Tabular Synthesizer. - Zilong Zhao 001; Robert Birke; Lydia Y. Chen (CLOUD, 2023)

Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning. - Gianluca Mittone; Nicolò Tonci; Robert Birke; Iacopo Colonnelli; Doriana Medic; Andrea Bartolini; Roberto Esposito; Emanuele Parisi; Francesco Beneventi; Mirko Polato; Massimo Torquati; Luca Benini; et al. (CF, 2023)

FCT-GAN: Enhancing Global Correlation of Table Synthesis via Fourier Transform. - Zilong Zhao 001; Robert Birke; Lydia Y. Chen (CIKM, 2023)

A Proposal for a Continuum-aware Programming Model: From Workflows to Services Autonomously Interacting in the Compute Continuum. - Marco Aldinucci; Robert Birke; Antonio Brogi; Emanuele Carlini; Massimo Coppola; Marco Danelutto; Patrizio Dazzi; Luca Ferrucci; Stefano Forti 002; Hanna Kavalionak; Gabriele Mencagli; Matteo Mordacchini; et al. (COMPSAC, 2023)

Efficiently Distributed Federated Learning. - Gianluca Mittone; Robert Birke; Marco Aldinucci (Euro-Par Workshops, 2023)

Model-Agnostic Federated Learning. - Gianluca Mittone; Walter Riviera; Iacopo Colonnelli; Robert Birke; Marco Aldinucci (Euro-Par, 2023)

Exploring and Exploiting Data-Free Model Stealing. - Chi Hong; Jiyue Huang; Robert Birke; Lydia Y. Chen (ECML/PKDD (5), 2023)

RISC-V-Based Platforms for HPC: Analyzing Non-functional Properties for Future HPC and Big-Data Clusters. - William Fornaciari; Federico Reghenzani; Federico Terraneo; Davide Baroffio; Cecilia Metra; Martin Omaña 001; Josie E. Rodriguez Condia; Matteo Sonza Reorda; Robert Birke; Iacopo Colonnelli; Gianluca Mittone; Marco Aldinucci; et al. (SAMOS, 2023)

Robust Learning via Golden Symmetric Loss of (un)Trusted Labels. - Amirmasoud Ghiassi; Robert Birke; Lydia Y. Chen (SDM, 2023)

Distributed Edge Inference: an Experimental Study on Multiview Detection. - Gianluca Mittone; Giulio Malenza; Marco Aldinucci; Robert Birke (UCC, 2023)

Experimenting with Emerging ARM and RISC-V Systems for Decentralised Machine Learning. - Gianluca Mittone; Nicolò Tonci; Robert Birke; Iacopo Colonnelli; Doriana Medic; Andrea Bartolini; Roberto Esposito; Emanuele Parisi; Francesco Beneventi; Mirko Polato; Massimo Torquati; Luca Benini; et al. (CoRR, 2023)

BatMan-CLR: Making Few-shots Meta-Learners Resilient Against Label Noise. - Jeroen M. Galjaard; Robert Birke; Juan F. Pérez; Lydia Y. Chen (CoRR, 2023)

Guest Editorial: Special Section on Machine Learning and Artificial Intelligence for Managing Networks, Systems, and Services - Part II. - Nur Zincir-Heywood; Robert Birke; Elias Bou-Harb; Giuliano Casale; Khalil El-Khatib; Takeru Inoue; Neeraj Kumar 001; Hanan Lutfiyya; Deepak Puthal; Abdallah Shami; Natalia Stakhanova; Farhana H. Zulkernine (IEEE Trans. Netw. Serv. Manag., 2023)

Assessing Large Language Models Inference Performance on a 64-core RISC-V CPU with Silicon-Enabled Vectors. - Adriano Marques Garcia; Giulio Malenza; Robert Birke; Marco Aldinucci (BigHPC@itaDATA, 2024)

DALLMi: Domain Adaption for LLM-Based Multi-label Classifier. - Miruna Betianu; Abele Malan; Marco Aldinucci; Robert Birke; Lydia Y. Chen (PAKDD (3), 2024)

On Dark Knowledge for Distilling Generators. - Chi Hong; Robert Birke; Pin-Yu Chen; Lydia Y. Chen (PAKDD (2), 2024)

Performance portability via C++ PSTL, SYCL, OpenMP, and HIP: the Gaia AVU-GSR case study. - Giulio Malenza; Valentina Cesare; Marco Edoardo Santimaria; Robert Birke; Alberto Vecchiato; Ugo Becciani; Marco Aldinucci (SC Workshops, 2024)

A Performance Analysis for Confidential Federated Learning. - Bruno Casella; Iacopo Colonnelli; Gianluca Mittone; Robert Birke; Walter Riviera; Antonio Sciarappa; Carlo Cavazzoni; Marco Aldinucci (SP (Workshops), 2024)

CLUES: Collusive Theft of Conditional Generative Adversarial Networks. - Simon Queyrut; Valerio Schiavoni; Lydia Y. Chen; Pascal Felber; Robert Birke (SRDS, 2024)

SFDDM: Single-fold Distillation for Diffusion models. - Chi Hong; Jiyue Huang; Robert Birke; Dick H. J. Epema; Stefanie Roos; Lydia Y. Chen (CoRR, 2024)

CTAB-GAN+: enhancing tabular data synthesis. - Zilong Zhao 001; Aditya Kunar; Robert Birke; Hiek Van der Scheer; Lydia Y. Chen (Frontiers Big Data, 2024)

Guest Editorial: Special section on Networks, Systems, and Services Operations and Management Through Intelligence. - Nur Zincir-Heywood; Robert Birke; Elias Bou-Harb; Takeru Inoue; Neeraj Kumar 001; Hanan Lutfiyya; Deepak Puthal; Abdallah Shami; Natalia Stakhanova (IEEE Trans. Netw. Serv. Manag., 2024)

TabWak: A Watermark for Tabular Diffusion Models. - Chaoyi Zhu; Jiayi Tang; Jeroen M. Galjaard; Pin-Yu Chen; Robert Birke; Cornelis Bos; Lydia Y. Chen (ICLR, 2025)

TabuLa: Harnessing Language Models for Tabular Data Synthesis. - Zilong Zhao 001; Robert Birke; Lydia Y. Chen (PAKDD (5), 2025)

HPC4AI@UNITO: A Use Case For Datacenter Digital Twin. - Viviana Vaccaro; Robert Birke; Lavinia Chiara Tagliabue; Sergio Rabellino; Marco Aldinucci (PDP, 2025)

Exploring energy consumption of AI frameworks on a 64-core RV64 Server CPU. - Giulio Malenza; Francesco Targa; Adriano Marques Garcia; Marco Aldinucci; Robert Birke (CoRR, 2025)

Optimization-Free Universal Watermark Forgery with Regenerative Diffusion Models. - Chaoyi Zhu; Zaitang Li; Renyi Yang; Robert Birke; Pin-Yu Chen; Tsung-Yi Ho; Lydia Y. Chen (CoRR, 2025)

Building an Accelerated OpenFOAM Proof-of-Concept Application using Modern C++. - Giulio Malenza; Giovanni Stabile; Filippo Spiga; Robert Birke; Marco Aldinucci (CoRR, 2025)

Match & Choose: Model Selection Framework for Fine-tuning Text-to-Image Diffusion Models. - Basile Lewandowski; Robert Birke; Lydia Y. Chen (CoRR, 2025)

Analysis of Model Parallelism for AI Applications on a 64-core RV64 Server CPU. - Giulio Malenza; Adriano Marques Garcia; Robert Birke; Luca Benini; Marco Aldinucci (Int. J. Parallel Program., 2025)

Performance Portability Assessment in Gaia. - Giulio Malenza; Valentina Cesare; Marco Edoardo Santimaria; Robert Birke; Alberto Vecchiato; Ugo Becciani; Marco Aldinucci (IEEE Trans. Parallel Distributed Syst., 2025)

A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms. - Cristina Silvano; Daniele Ielmini; Fabrizio Ferrandi; Leandro Fiorin; Serena Curzel; Luca Benini; Francesco Conti 001; Angelo Garofalo; Cristian Zambelli; Enrico Calore; Sebastiano Fabio Schifano; Maurizio Palesi; et al. (ACM Comput. Surv., 2025)

A comprehensive performance evaluation of TEEs for confidential DNA alignment. - Lorenzo Brescia; Iacopo Colonnelli; Robert Birke; Valerio Schiavoni; Pascal Felber; Marco Aldinucci (Future Gener. Comput. Syst., 2026)