Combining federated learning and edge computing toward ubiquitous intelligence in 6G network: Challenges, recent advances, and future directions

Q Duan, J Huang, S Hu, R Deng… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Full leverage of the huge volume of data generated on a large number of user devices for
providing intelligent services in the 6G network calls for Ubiquitous Intelligence (UI). A key to …

Operating systems and hypervisors for network functions: A survey of enabling technologies and research studies

AS Thyagaturu, P Shantharama, A Nasrallah… - IEEE …, 2022 - ieeexplore.ieee.org
Scalable and flexible communication networks increasingly conduct the packet processing
for Network Functions (NFs) in General Purpose Computing (GPC) platforms. The …

RAMBDA: RDMA-driven Acceleration Framework for Memory-intensive µs-scale Datacenter Applications

Y Yuan, J Huang, Y Sun, T Wang… - … Symposium on High …, 2023 - ieeexplore.ieee.org
Responding to the" datacenter tax" and" killer microseconds" problems for memory-intensive
datacenter applications, diverse solutions including Smart NIC-based ones have been …

Reexamining Direct Cache Access to Optimize {I/O} Intensive Applications for Multi-hundred-gigabit Networks

A Farshin, A Roozbeh, GQ Maguire Jr… - 2020 USENIX Annual …, 2020 - usenix.org
Memory access is the major bottleneck in realizing multi-hundred-gigabit networks with
commodity hardware, hence it is essential to make good use of cache memory that is a …

Demystifying cxl memory with genuine cxl-ready systems and devices

Y Sun, Y Yuan, Z Yu, R Kuper, C Song… - Proceedings of the 56th …, 2023 - dl.acm.org
The ever-growing demands for memory with larger capacity and higher bandwidth have
driven recent innovations on memory expansion and disaggregation technologies based on …

Start: Scalable tracking for any rowhammer threshold

A Saxena, M Qureshi - 2024 IEEE International Symposium on …, 2024 - ieeexplore.ieee.org
The Rowhammer vulnerability is worsening, with the Rowhammer Threshold (T RH)
reducing from 139K to 4.8 K activations over the last decade. As thresholds reduce further …

Don't forget the I/O when allocating your LLC

Y Yuan, M Alian, Y Wang, R Wang… - 2021 ACM/IEEE 48th …, 2021 - ieeexplore.ieee.org
In modern server CPUs, last-level cache (LLC) is a critical hardware resource that exerts
significant influence on the performance of the workloads, and how to manage LLC is a key …

Intel accelerators ecosystem: An soc-oriented perspective: Industry product

Y Yuan, R Wang, N Ranganathan… - 2024 ACM/IEEE 51st …, 2024 - ieeexplore.ieee.org
A growing demand for hyperscale services has compelled hyperscalers to deploy more
compute resources at an unprecedented pace, further accelerated by the demise of …

Demystifying datapath accelerator enhanced off-path smartnic

X Chen, J Zhang, T Fu, Y Shen, S Ma, K Qian… - arxiv preprint arxiv …, 2024 - arxiv.org
Network speeds grow quickly in the modern cloud, so SmartNICs are introduced to offload
network processing tasks, even application logic. However, typical multicore SmartNICs …

Simbricks: End-to-end network system evaluation with modular simulation

H Li, J Li, A Kaufmann - Proceedings of the ACM SIGCOMM 2022 …, 2022 - dl.acm.org
Full system" end-to-end" measurements in physical testbeds are the gold standard for
network systems evaluation but are often not feasible. When physical testbeds are not …