{AIFM}:{High-Performance},{Application-Integrated} far memory

Z Ruan, M Schwarzkopf, MK Aguilera… - 14th USENIX Symposium …, 2020 - usenix.org
Memory is the most contended and least elastic resource in datacenter servers today.
Applications can use only local memory—which may be scarce—even though memory …

Semeru: A {Memory-Disaggregated} managed runtime

C Wang, H Ma, S Liu, Y Li, Z Ruan, K Nguyen… - … USENIX Symposium on …, 2020 - usenix.org
Resource-disaggregated architectures have risen in popularity for large datacenters.
However, prior disaggregation systems are designed for native applications; in addition, all …

Memtis: Efficient memory tiering with dynamic page classification and page size determination

T Lee, SK Monga, C Min, YI Eom - … of the 29th Symposium on Operating …, 2023 - dl.acm.org
The evergrowing memory demand fueled by datacenter workloads is the driving force
behind new memory technology innovations (eg, NVM, CXL). Tiered memory is a promising …

{MemLiner}: Lining up Tracing and Application for a {Far-Memory-Friendly} Runtime

C Wang, H Ma, S Liu, Y Qiao, J Eyolfson… - … USENIX Symposium on …, 2022 - usenix.org
Far-memory techniques that enable applications to use remote memory are increasingly
appealing in modern datacenters, supporting applications' large memory footprint and …

Sibyl: Adaptive and extensible data placement in hybrid storage systems using online reinforcement learning

G Singh, R Nadig, J Park, R Bera, N Ha**azar… - Proceedings of the 49th …, 2022 - dl.acm.org
Hybrid storage systems (HSS) use multiple different storage devices to provide high and
scalable storage capacity at high performance. Data placement across different devices is …

Sentinel: Efficient tensor migration and allocation on heterogeneous memory systems for deep learning

J Ren, J Luo, K Wu, M Zhang… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Memory capacity is a major bottleneck for training deep neural networks (DNN).
Heterogeneous memory (HM) combining fast and slow memories provides a promising …

A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient {Far-Memory} Applications

L Chen, S Liu, C Wang, H Ma, Y Qiao, Z Wang… - … USENIX Symposium on …, 2024 - usenix.org
With rapid advances in network hardware, far memory has gained a great deal of traction
due to its ability to break the memory capacity wall. Existing far memory systems fall into one …

A survey of memory-centric energy efficient computer architecture

C Zhang, H Sun, S Li, Y Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Energy efficient architecture is essential to improve both the performance and power
consumption of a computer system. However, modern computers suffer from the severe …

Computational cxl-memory solution for accelerating memory-intensive applications

J Sim, S Ahn, T Ahn, S Lee, M Rhee… - IEEE Computer …, 2022 - ieeexplore.ieee.org
CXL interface is the up-to-date technology that enables effective memory expansion by
providing a memory-sharing protocol in configuring heterogeneous devices. However, its …

Atmem: Adaptive data placement in graph applications on heterogeneous memories

Y Chen, IB Peng, Z Peng, X Liu, B Ren - Proceedings of the 18th ACM …, 2020 - dl.acm.org
Active development in new memory devices, such as non-volatile memories and high-
bandwidth memories, brings heterogeneous memory systems (HMS) as a promising …