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Mehrdad Khani Shirkoohi

2 accepted papers

2020

Exploiting Channel Locality for Adaptive Massive MIMO Signal Detection

ICASSP 2020accepted

We propose MMNet, a deep learning MIMO detection scheme that significantly outperforms existing approaches on realistic channels with the same or lower computational complexity. MMNet's design builds on the theory of iterative soft-thresholding algorithms and uses a novel training algorithm that lev…

Cited by 0SourceScholar
2019

Park: An Open Platform for Learning-Augmented Computer Systems

NeurIPS 2019poster

We present Park, a platform for researchers to experiment with Reinforcement Learning (RL) for computer systems. Using RL for improving the performance of systems has a lot of potential, but is also in many ways very different from, for example, using RL for games. Thus, in this work we first disc…