3 papers
cs.OS2025
SARA: A Stall-Aware Memory Allocation Strategy for Mixed-Criticality Systems
Meng-Chia Lee, Wen Sheng Lim, Yuan-Hao Chang +1
The memory capacity in edge devices is often limited due to constraints on cost, size, and power. Consequently, memory competition leads to inevitable page swapping in memory-const…
cs.ET2025
PIM or CXL-PIM? Understanding Architectural Trade-offs Through Large-Scale Benchmarking
I-Ting Lee, Bao-Kai Wang, Liang-Chi Chen +4
Processing-in-memory (PIM) reduces data movement by executing near memory, but our large-scale characterization on real PIM hardware shows that end-to-end performance is often limi…
cs.AR2025
ReCross: Efficient Embedding Reduction Scheme for In-Memory Computing using ReRAM-Based Crossbar
Yu-Hong Lai, Chieh-Lin Tsai, Wen Sheng Lim +3
Deep learning-based recommendation models (DLRMs) are widely deployed in commercial applications to enhance user experience. However, the large and sparse embedding layers in these…