الباحثون

Kerem Y. Camsari

المنشورات 2

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Probabilistic Algorithms for Ising Machines from Optimization to Generative AI

Corentin Delacour, Xiuqi Zhang, Abdelrahman S. Abdelrahman وآخرون · 2026 · 10.1038/s44287-026-00344-0

Ising machines have emerged as promising hardware accelerators for intractable optimization and sampling problems, yet their practical impact increasingly hinges on the co-design of algorithms and hardware, where algorithmic demands shape new architectures and new hardware capabilities inspire entirely new algorithms. …

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SANTA++: Sampling Attention through Representative Keys

Kyle Lee, Christian Z. Pratt, Ruoyu Fang وآخرون · 2026

Attention often concentrates on a small subset of tokens in the context, but which subset matters changes from one query to the next. To exploit this changing structure, we introduce SANTA++, a training-free stochastic attention method that uses representative keys for memory-efficient selection without scanning the en …

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