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Author

Hai Li

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#edge computing Oct 2026

CAMformer: Binary Associative Memory Is All You Need

Transformer attention mechanisms pose significant scalability challenges due to quadratic complexity in sequence length, and existing accelerators remain bottlenecked by dense arithmetic and data movement. This paper proposes CAMformer, a hardware accelerator that reinterprets attention as an associative memory operati...

Tergel Molom-Ochir, Benjamin F. Morris, Mark Horton et al. · 0 citations
Review Open access Jul 2026

Generative AI at the Edge: A Comprehensive Survey of Architectures, Hardware and Applications

This survey provides a comprehensive overview of techniques that enable GenAI deployment at the edge, covering software optimizations, hardware innovations, and system-level frameworks, with particular emphasis on hardware-focused approaches.

Mozhgan Navardi, Yuzhe Fu, Yueqian Lin et al. · 0 citations

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