3 papers
cs.DC2025
FlowMesh: A Service Fabric for Composable LLM Workflows
Junyi Shen, Noppanat Wadlom, Lingfeng Zhou +4
AI deployment increasingly resembles a pipeline of data transformation, fine-tuning, and agent interactions rather than a monolithic LLM job; recent examples include RLHF/RLAIF tra…
cs.DB2025
Batch Query Processing and Optimization for Agentic Workflows
Junyi Shen, Noppanat Wadlom, Yao Lu
Large Language Models (LLMs) in agentic workflows combine multi-step reasoning, heterogeneous tool use, and collaboration across multiple specialized agents. Existing LLM serving e…
cs.HC2025
mCardiacDx: Radar-Driven Contactless Monitoring and Diagnosis of Arrhythmia
Arjun Kumar, Noppanat Wadlom, Jaeheon Kwak +2
Arrhythmia is a common cardiac condition that can precipitate severe complications without timely intervention. While continuous monitoring is essential for timely diagnosis, conve…