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cs.DC2026
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…
cs.DC2026
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…
cs.DC2025
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…