arxiv
PublishedSeptember 4, 2026 at 4:00 AM
—neutral
Budget-Aware Compression Pipeline for Single-GPU LLM Inference: Methods, Trade-offs, and Coupling Effects
Publisher summary· verbatim
arXiv:2608.30076v2 Announce Type: replace Abstract: Single-GPU deployment of 70B-parameter language models on an NVIDIA GPU is constrained by device memory, long-context throughput, and engineering integration cost. We cast single-GPU inference as a budget-aware design problem over these three axes
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Originally published on arxiv ↗