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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Satananda Burla

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Book Open access Sep 2026

CXL Memory for LLM Inference Staging via an On-Device DMA Controller

LLM inference frequently exhausts GPU memory, forcing frameworks to stage data such as KV caches and intermediate tensors out of GPU HBM. Today this is done with GPUDirect Storage (GDS) over PCIe to NVMe SSDs, but NVMe bandwidth and latency remain a bottleneck for the fine-grained, high-frequency accesses these workloa...

Veerasenareddy Burru, Satananda Burla, Pradeep Kumar Nalla et al. · 0 citations
Book Open access Aug 2026

BEACON: Benchmarking Adaptability of Hardware-Offloaded Congestion Control Algorithms

Modern AI workloads demand microsecond-scale network reaction times, forcing data centers to offload congestion control algorithms (CCAs) to hardware. Simultaneously, emerging transport standards introduce diverse congestion signals like delay, CSIG, INT, and packet trimming. Understanding hardware-offloaded CCA adapta...

Meet Dadhania, R. K, Saptarshi Samanta et al. · 0 citations

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