2 papers
cs.AR2026
NELSSA: A GPU-PNM Heterogeneous System for Mixed-Length LLM Serving via Length-based Request Placement
Sookyung Choi, Seungyong Lee, Kangkyu Park +11
Modern LLMs and their agentic applications are broadening the range of serving workloads, spanning context lengths from a few hundred tokens to hundreds of thousands. As these requ…
cs.DC2025
AXLE: Coordinated Offloading with Asynchronous Back-Streaming in Computational Memory Systems
Suyeon Lee, Kangkyu Park, Kwangsik Shin +1
CXL-based Computational Memory (CCM) enables near-memory processing within expanded remote memory, offering opportunities to address data movement costs in disaggregated memory sys…