ISCA

Cassandra: Enabling Reasoning LLMs at Edge via Self-Speculative Decoding

Soongyu Choi, Yuntae Kim, Muyoung Son, Joo-Young Kim

PVAC: A RowHammer Mitigation Architecture Exploiting Per-victim-row Counting

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

ATiM: Autotuning Tensor Programs for Processing-in-DRAM

Yongwon Shin*, Dookyung Kang*, Hyojin Sung (*: co-first authors)

Debunking the CUDA Myth Towards GPU-based AI Systems

Yunjae Lee, Juntaek Lim, Jehyeon Bang, Eunyeong Cho, Huijong Jeong, Taesu Kim, Hyungjun Kim, Joonhyung Lee, Jinseop Im, Ranggi Hwang, Se Jung Kwon, Dongsoo Lee, and Minsoo Rhu

GCStack+GCScaler: Fast and Accurate GPU Performance Analyses Using Fine-Grained Stall Cycle Accounting and Interval Analysis

Hanna Cha, Sungchul Lee, Jounghoo Lee, Yeonan Ha, Joonsung Kim, Youngsok Kim

Hybe: GPU-NPU Hybrid System for Efficient LLM Inference with Million-Token Context Window

Seungjae Moon, Junseo Cha, Hyunjun Park, Joo-Young Kim

LightNobel: Improving Sequence Length Limitation in Protein Structure Prediction Model via Adaptive Activation Quantization

Seunghee Han, Soongyu Choi, Joo-Young Kim

Oaken: Fast and Efficient LLM Serving with Online-Offline Hybrid KV Cache Quantization

Minsu Kim, Seongmin Hong, RyeoWook Ko, Soongyu Choi, Hunjong Lee, Junsoo Kim, Joo-Young Kim, Jongse Park

BLESS: Bandwidth and Locality Enhanced SMEM Seeding Acceleration for DNA Sequencing

Seunghee Han, Seungjae Moon, Teokkyu Suh, Jaehoon Heo, Joo-Young Kim

DRAMScope: Uncovering DRAM Microarchitecture and Characteristics by Issuing Memory Commands

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

ElasticRec: A Microservice-based Model Serving Architecture Enabling Elastic Resource Scaling for Recommendation Models

Yujeong Choi, Jiin Kim, and Minsoo Rhu

Native DRAM Cache: Re-architecting DRAM as a Large-Scale Cache for Data Centers

Y. Ryu, Y. Kim, G. Jung, J. Ahn, and J. Kim

PID-Comm: A Fast and Flexible Collective Communication Framework for Commodity Processing-in-DIMM Devices

Si Ung Noh, Junguk Hong, Chaemin Lim, Seongyeon Park, Jeehyun Kim, Hanjun Kim, Youngsok Kim, Jinho Lee

PID-Comm: A Fast and Flexible Collective Communication Framework for Commodity Processing-in-DIMMs

Si Ung Noh, Junguk Hong, Chaemin Lim, Seongyeon Park, Jeehyun Kim, Hanjun Kim, Youngsok Kim, Jinho Lee

Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference

Ranggi Hwang, Jianyu Wei, Shijie Cao, Changho Hwang, Xiaohu Tang, Ting Cao, and Mao Yang

PreSto: An In-Storage Data Preprocessing System for Training Recommendation Models

Yunjae Lee, Hyeseong Kim, and Minsoo Rhu

TCP: A Tensor Contraction Processor for AI Workloads

H. Kim, Y. Choi, J. Park, B. Bae, H. Jeong, S. Lee, J. Yeon, M. Kim, C. Park, B. Gu, C. Lee, J. Bae, S. Bae, Y. Cha, W. Choe, J. Choi, J. Ha, H. Han, N. Hwang, S. Hwang, K. Jang, H. Je, H. Jeon, J. Jeon, H. Jeong, Y. Jung, D. Kang, H. Ki...

DRAM Translation Layer: Software-Transparent DRAM Power Savings for Disaggregated Memory

Wenjing Jin, Wonsuk Jang, Haneul Park, Jongsung Lee, Soosung Kim, and Jae W. Lee

SHARP: A Short-Word Hierarchical Accelerator for Robust and Practical Fully Homomorphic Encryption

J. Kim, S. Kim, J. Choi, J. Park, D. Kim, and J. Ahn