Analog in-memory computing attention mechanism for fast and energy-efficient large language models
Hardware-based neural network simulations We implement the sliding window attention by masking the elements of S outside the…
Analog optical computer for AI inference and combinatorial optimization
Experimental set-up The key components of our experimental set-up are shown in Fig. 1a and Extended Data Fig.…
CRISPR-GPT for agentic automation of gene-editing experiments
Building AI co-pilot harnessing LLM’s reasoning ability CRISPR-GPT supports four major gene-editing modalities and 22 gene-editing experiment tasks…
Increasing the hardness of posiform planting using random QUBOs for programmable quantum annealer benchmarking
Kadowaki, T. & Nishimori, H. Quantum annealing in the transverse ising model. Phys. Rev. E 58, 5355–5363 (1998).…