Search Results for author: Ahmet Dundar Sezer

Found 4 papers, 2 papers with code

All-Digital LoS MIMO with Low-Precision Analog-to-Digital Conversion

no code implementations2 Aug 2021 Ahmet Dundar Sezer, Upamanyu Madhow

Line-of-sight (LoS) multi-input multi-output (MIMO) systems exhibit attractive scaling properties with increase in carrier frequency: for a fixed form factor and range, the spatial degrees of freedom increase quadratically for 2D arrays, in addition to the typically linear increase in available bandwidth.

Quantization

Sparse Coding Frontend for Robust Neural Networks

1 code implementation12 Apr 2021 Can Bakiskan, Metehan Cekic, Ahmet Dundar Sezer, Upamanyu Madhow

Deep Neural Networks are known to be vulnerable to small, adversarially crafted, perturbations.

A Neuro-Inspired Autoencoding Defense Against Adversarial Perturbations

1 code implementation21 Nov 2020 Can Bakiskan, Metehan Cekic, Ahmet Dundar Sezer, Upamanyu Madhow

Our nominal design is to train the decoder and classifier together in standard supervised fashion, but we also consider unsupervised decoder training based on a regression objective (as in a conventional autoencoder) with separate supervised training of the classifier.

Dictionary Learning

Multi-sensor Spatial Association using Joint Range-Doppler Features

no code implementations12 Jul 2020 Anant Gupta, Ahmet Dundar Sezer, Upamanyu Madhow

We investigate the problem of localizing multiple targets using a single set of measurements from a network of radar sensors.

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