3 papers
cs.LG2025
From Tokens to Layers: Redefining Stall-Free Scheduling for MoE Serving with Layered Prefill
Gunjun Lee, Jiwon Kim, Jaiyoung Park +2
Large Language Model (LLM) inference in production must meet stringent service-level objectives for both time-to-first-token (TTFT) and time-between-token (TBT) while maximizing th…
eess.AS2025
Single-Channel Distance-Based Source Separation for Mobile GPU in Outdoor and Indoor Environments
Hanbin Bae, Byungjun Kang, Jiwon Kim +3
This study emphasizes the significance of exploring distance-based source separation (DSS) in outdoor environments. Unlike existing studies that primarily focus on indoor settings,…
cs.CV2024
Panopticus: Omnidirectional 3D Object Detection on Resource-constrained Edge Devices
Jeho Lee, Chanyoung Jung, Jiwon Kim +1
3D object detection with omnidirectional views enables safety-critical applications such as mobile robot navigation. Such applications increasingly operate on resource-constrained…