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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
AMPLE: Event-Driven Accelerator for Mixed-Precision Inference of Graph Neural Networks
Pedro Gimenes, Yiren Zhao, George Constantinides
Graph Neural Networks (GNNs) have recently gained attention due to their performance on non-Euclidean data. The use of custom hardware architectures proves particularly beneficial…