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PerfMamba: Performance Analysis and Pruning of Selective State Space Models
PerfMamba analyzes the runtime behavior, resource utilization, memory access patterns, scaling properties, and pruning opportunities of Mamba-1 and Mamba-2 selective state space models.
Abdullah Al Asif
,
Mobina Kashaniyan
,
Sixing Yu
,
Juan Pablo Muñoz
,
Ali Jannesari
Posted Jan 1, 2026
Conference Paper
,
Efficient AI
,
High-Performance Computing
PDF
PDF
Research Summary