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Christin David Bose, Cesar Avalos, Junrui Pan, Timothy Rogers

Public reference bibliography and cataloged PDF materials authored or published by Christin David Bose, Cesar Avalos, Junrui Pan, Timothy Rogers.

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When and Why to Use TMA: A Workload-Grounded Characterization of Tensor Memory Acceleration on NVIDIA Hopper GPUs

Year: 2026 • Source: arxiv.org • Listed PDF

The Tensor Memory Accelerator (TMA), introduced on NVIDIA Hopper, is used pervasively in production GPU kernels yet its usage is conspicuously selective: expert kernel developers in CUTLASS, FlashAttention-3, and FlashIn...