4 papers
KineticSim: A Lightweight, High-Performance Execution Engine for Real-Time Market Simulators
Shakya Jayakody, Prarthinie Jayakody
Simulating financial markets at scale with multi-agent (Agent-Based) models is critical for market design, regulatory stress-testing, and reinforcement learning, but traditional CP…
GhostServe: A Lightweight Checkpointing System in the Shadow for Fault-Tolerant LLM Serving
Shakya Jayakody, Youpeng Zhao, Chinmay Dhanraj Nehate +1
The rise of million-token, agent-based applications has placed unprecedented demands on large language model (LLM) inference services. The long-running nature of these tasks increa…
EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model
Alyssa Pinnock, Shakya Jayakody, Kawsher A Roxy +1
This paper introduces EdgeProfiler, a fast profiling framework designed for evaluating lightweight Large Language Models (LLMs) on edge systems. While LLMs offer remarkable capabil…
AIRES: Accelerating Out-of-Core GCNs via Algorithm-System Co-Design
Shakya Jayakody, Youpeng Zhao, Jun Wang
Graph convolutional networks (GCNs) are fundamental in various scientific applications, ranging from biomedical protein-protein interactions (PPI) to large-scale recommendation sys…