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cs.AR2025
Combating the Memory Walls: Optimization Pathways for Long-Context Agentic LLM Inference
Haoran Wu, Can Xiao, Jiayi Nie +15
LLMs now form the backbone of AI agents across a diverse range of applications, including tool use, command-line interfaces, and web or computer interaction. These agentic LLM infe…
cs.AR2025
SparseLUT: Sparse Connectivity Optimization for Lookup Table-based Deep Neural Networks
Binglei Lou, Ruilin Wu, Philip Leong
The deployment of deep neural networks (DNNs) on resource-constrained edge devices such as field-programmable gate arrays (FPGAs) requires a careful balance of latency, power, and…