Search Results for author: Victoria Kostina

Found 2 papers, 0 papers with code

How to Query An Oracle? Efficient Strategies to Label Data

no code implementations5 Oct 2021 Farshad Lahouti, Victoria Kostina, Babak Hassibi

Empirical studies suggest that each triplet query takes an expert at most 50\% more time compared with a pairwise query, indicating the effectiveness of the proposed $k$-ary query schemes.

Differentially Quantized Gradient Methods

no code implementations6 Feb 2020 Chung-Yi Lin, Victoria Kostina, Babak Hassibi

We introduce the principle we call Differential Quantization (DQ) that prescribes compensating the past quantization errors to direct the descent trajectory of a quantized algorithm towards that of its unquantized counterpart.

Distributed Optimization Quantization

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