In-network machine learning using programmable network devices: A survey

C Zheng, X Hong, D Ding, S Vargaftik… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Machine learning is widely used to solve networking challenges, ranging from traffic
classification and anomaly detection to network configuration. However, machine learning …

A survey on data plane programming with p4: Fundamentals, advances, and applied research

F Hauser, M Häberle, D Merling, S Lindner… - Journal of Network and …, 2023 - Elsevier
Programmable data planes allow users to define their own data plane algorithms for network
devices including appropriate data plane application programming interfaces (APIs) which …

{FlowBlaze}: Stateful packet processing in hardware

S Pontarelli, R Bifulco, M Bonola, C Cascone… - … USENIX Symposium on …, 2019 - usenix.org
Programmable NICs allow for better scalability to handle growing network workloads,
however, providing an expressive, yet simple, abstraction to program stateful network …

[HTML][HTML] Hybrid SDN evolution: A comprehensive survey of the state-of-the-art

S Khorsandroo, AG Sánchez, AS Tosun, JM Arco… - Computer Networks, 2021 - Elsevier
Abstract Software-Defined Networking (SDN) is an evolutionary networking paradigm which
has been adopted by large network and cloud providers, among which are Tech Giants …

The programmable data plane: Abstractions, architectures, algorithms, and applications

O Michel, R Bifulco, G Retvari, S Schmid - ACM Computing Surveys …, 2021 - dl.acm.org
Programmable data plane technologies enable the systematic reconfiguration of the low-
level processing steps applied to network packets and are key drivers toward realizing the …

Allo: A programming model for composable accelerator design

H Chen, N Zhang, S **ang, Z Zeng, M Dai… - Proceedings of the ACM …, 2024 - dl.acm.org
Special-purpose hardware accelerators are increasingly pivotal for sustaining performance
improvements in emerging applications, especially as the benefits of technology scaling …

hXDP: Efficient software packet processing on FPGA NICs

MS Brunella, G Belocchi, M Bonola… - Communications of the …, 2022 - dl.acm.org
The network interface cards (NICs) of modern computers are changing to adapt to faster
data rates and to help with the scaling issues of general-purpose CPU technologies. Among …

The p4-> netfpga workflow for line-rate packet processing

S Ibanez, G Brebner, N McKeown… - Proceedings of the 2019 …, 2019 - dl.acm.org
P4 has emerged as the de facto standard language for describing how network packets
should be processed, and is becoming widely used by network owners, systems developers …

The case for in-network computing on demand

Y Tokusashi, HT Dang, F Pedone, R Soulé… - Proceedings of the …, 2019 - dl.acm.org
Programmable network hardware can run services traditionally deployed on servers,
resulting in orders-of-magnitude improvements in performance. Yet, despite these …

{NICA}: An infrastructure for inline acceleration of network applications

H Eran, L Zeno, M Tork, G Malka… - 2019 USENIX Annual …, 2019 - usenix.org
With rising network rates, cloud vendors increasingly deploy FPGA-based SmartNICs (F-
NICs), leveraging their inline processing capabilities to offload hypervisor networking …