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We discuss how a dual-gated memtransistor crossbar can accelerate the extraction of the Transformer’s attention scores. A memtransistor is a novel two-dimensional material-based device that offers non-volatile programmability and gate tunability. Leveraging these attributes, we demonstrate the extraction of quadratic-order products on a single memtransistor and the single-step extraction of attention scores without inferring intermediate query/key vectors. The query/key-free processing of memtransistor-based attention scoring results in 2.37× lower energy with less than half crossbar cells.more » « less
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Giacomini, Davide; Hashem, Maeesha Binte; Suarez, Jeremiah; Trivedi, Amit Ranjan (, IEEE)
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Darabi, Nastaran; Hashem, Maeesha Binte; Pan, Hongyi; Cetin, Ahmet; Gomes, Wilfred; Trivedi, Amit Ranjan (, IEEE Transactions on Very Large Scale Integration (VLSI) Systems)
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Nasrin, Shamma; Hashem, Maeesha Binte; Darabi, Nastaran; Parpillon, Benjamin; Fahim, Farah; Gomes, Wilfred; Trivedi, Amit Ranjan (, IEEE)
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