MemExplorer optimizes heterogeneous memory systems for agentic LLM inference on NPUs and reports up to 2.3x higher energy efficiency than baselines under fixed power budgets.
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Duon eliminates TLB shootdown and cache invalidation costs during page migration in flat-address hybrid memory systems by updating mappings in-place, delivering 3.87% IPC gains over prior methods.
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MemExplorer: Navigating the Heterogeneous Memory Design Space for Agentic Inference NPUs
MemExplorer optimizes heterogeneous memory systems for agentic LLM inference on NPUs and reports up to 2.3x higher energy efficiency than baselines under fixed power budgets.
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Efficient Page Migration in Hybrid Memory Systems
Duon eliminates TLB shootdown and cache invalidation costs during page migration in flat-address hybrid memory systems by updating mappings in-place, delivering 3.87% IPC gains over prior methods.