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20082021
most citedDistributed noise-shaping quantization: I. Beta duals of finite frames and near-optimal quantization of random measurements

25 citations · 83 across the 10 of their papers we have counts for

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cs.IT2021

Approximation with one-bit polynomials in Bernstein form

C. Sinan Güntürk, Weilin Li

We prove various theorems on approximation using polynomials with integer coefficients in the Bernstein basis of any given order. In the extreme, we draw the coefficients from $\{…

cs.LG2021★ 5 cited

Approximation of functions with one-bit neural networks

C. Sinan Güntürk, Weilin Li

The celebrated universal approximation theorems for neural networks roughly state that any reasonable function can be arbitrarily well-approximated by a network whose parameters ar…

cs.IT2021

Quantization for spectral super-resolution

C. Sinan Güntürk, Weilin Li

We show that the method of distributed noise-shaping beta-quantization offers superior performance for the problem of spectral super-resolution with quantization whenever there is…