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  • title: Tighter Bounds on the Expressivity of Transformer Encoders
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            Tighter Bounds on the Expressivity of Transformer Encoders
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            Tighter Bounds on the Expressivity of Transformer Encoders

            Jul 24, 2023

            Speakers

            DC

            David Chiang

            Řečník · 0 sledujících

            PC

            Peter Cholak

            Řečník · 0 sledujících

            AP

            Anand Pillay

            Řečník · 0 sledujících

            About

            Characterizing neural networks in terms of better-understood formal systems has the potential to yield new insights into the power and limitations of these networks. Doing so for transformers remains an active area of research. Bhattamishra and others have shown that transformer encoders are at least as expressive as a certain kind of counter machine, while Merrill and Sabharwal have shown that fixed-precision transformer encoders recognize only languages in uniform TC^0. We connect and strength…

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            I2
            I2

            ICML 2023

            Účet · 657 sledujících

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