ASPLOS

A Cost-Effective Near-Storage Processing Solution for Offline Inference of Long-Context LLMs

Hongsun Jang, Jaeyong Song, Changmin Shin, Si Ung Noh, Jaewon Jung, Jisung Park, Jinho Lee

Cheddar: A Swift Fully Homomorphic Encryption Library Designed for GPU Architectures

W. Choi*, J. Kim*, and J. Ahn

GS-Scale: Unlocking Large-Scale 3D Gaussian Splatting Training via Host Offloading

Donghyun Lee, Dawoon Jeong, Jae W. Lee, and Hongil Yoon

RowArmor: Efficient and Comprehensive Protection Against DRAM Disturbance Errors

M. Wi, Y. Yoo, Y. Kim, J. Shin, J. Kim, Y. Ryu, S. Gorgin, J. Ahn, and J Kim

Trinity: Three-Dimensional Tensor Program Optimization via Tile-level Equality Saturation

Jaehyeong Park, Youngchan Kim, Haechan An, Gieun Jeong, Jeehoon Kang, Dongsu Han

M5: Mastering Page Migration and Memory Management for CXL-based Tiered Memory Systems

Y. Sun, J. Kim, Z. Yu, J. Zhang, S. Chai, M. J. Kim, H. Nam, J. Park, E. Na, Y. Yuan, R. Wang, J. Ahn, T. Xu, and N. Kim

Marionette: A RowHammer Attack via Row Coupling

S. Baek, M. Wi, S. Park, H. Nam, M. J. Kim, N. Kim, and J. Ahn

PAVE: Information Flow Control for Privacy-Preserving Online Data Processing Services

Minkyung Park, Jaeseung Choi, Hyeonmin Lee, Taekyoung Kwon

AttAcc! Unleashing the Power of PIM for Batched Transformer-based Generative Model Inference

J. Park*, J. Choi*, K. Kyung, M. J. Kim, Y. Kwon, N. Kim, and J. Ahn

ExeGPT: Constraint-Aware Resource Scheduling for LLM Inference

Hyungjun Oh, Kihong Kim, Jaemin Kim, Sungkyun Kim, Du-seong Chang, and Jiwon Seo

GPU-based Private Information Retrieval for On-Device Machine Learning Inference

Maximilian Lam, Jeff Johnson, Wenjie Xiong, Kiwan Maeng, Udit Gupta, Yang Li, Liangzhen Lai, Minsoo Rhu, Hsien-Hsin S. Lee, Vijay Janapa Reddi, Gu-Yeon Wei, David Brooks, and Edward Suh

LazyDP: Co-Designing Algorithm-Software for Scalable Training of Differentially Private Recommendation Models

Juntaek Lim, Youngeun Kwon, Ranggi Hwang, Kiwan Maeng, Edward Suh, and Minsoo Rhu

TAROT: A CXL SmartNIC-Based Defense Against Multi-bit Errors by Row-Hammer Attacks

C. Song, M. J. Kim, T. Wang, H. Ji, J. Huang, I. Jeong, J. Park, H. Nam, M. Wi, J. Ahn, and N. Kim

TCCL: Discovering Better Communication Paths for PCIe GPU Clusters

Heehoon Kim, Junyeol Ryu, and Jaejin Lee

DeepUM: Tensor Migration and Prefetching in Unified Memory

Jaehoon Jung, Jinpyo Kim, and Jaejin Lee

Optimus-CC: Efficient Large NLP Model Training with 3D Parallelism Aware Communication Compression

Jaeyong Song, Jinkyu Yim, Jaewon Jung, Hongsun Jang, Hyung-Jin Kim, Youngsok Kim, Jinho Lee

Optimus-CC: Efficient Large NLP Model Training with 3D Parallelism Aware Communication Compression

Jaeyong Song, Jinkyu Yim, Jaewon Jung, Hongsun Jang, Hyung-Jin Kim, Youngsok Kim, Jinho Lee