6 citations · 8 across the 3 of their papers we have counts for
3 papers
cs.AR2025
Scalable Processing-Near-Memory for 1M-Token LLM Inference: CXL-Enabled KV-Cache Management Beyond GPU Limits
Dowon Kim, MinJae Lee, Janghyeon Kim +8
The expansion of context windows in large language models (LLMs) to multi-million tokens introduces severe memory and compute bottlenecks, particularly in managing the growing Key-…
cs.AR2025★ 6 cited
Cosmos: A CXL-Based Full In-Memory System for Approximate Nearest Neighbor Search
Seoyoung Ko, Hyunjeong Shim, Wanju Doh +8
Retrieval-Augmented Generation (RAG) is crucial for improving the quality of large language models by injecting proper contexts extracted from external sources. RAG requires high-t…
cs.AR2023★ 2 cited
SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving
Minjae Lee, Seongmin Park, Hyungmin Kim +6
3D object detection using point cloud (PC) data is essential for perception pipelines of autonomous driving, where efficient encoding is key to meeting stringent resource and laten…