Study Groups

ITN WindMill - Reading group

https://windmill-itn.eu/

Events:

Updated: 25.06.2020

Date Presenter Topic Reading Supplement
26.03.2020 Anay Deshpande Resource Management in Wireless Networks via Multi-Agent Deep RL https://arxiv.org/abs/2002.06215v1
09.04.2020 Matteo Zecchin,
Shirin Goshtasbpour
f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization https://arxiv.org/abs/1606.00709v1 Prsentation: https://github.com/SergiusMath/itn-windmill-reading-group/blob/master/reports/GANsShirin%26Matteo.pdf
15.04.2020 Sergey Tambovskiy Deep Gaussian Processes for Multi-fidelity Modelling Paper: https://arxiv.org/abs/1903.07320v1
Poster: http://kurtcutajar.com/pres/bdl_poster.pdf
Video: https://www.youtube.com/watch?v=Y9SIpZGzeyA
Seminar recording: https://youtu.be/_oDss7vsraE
30.04.2020 Dariush Salami PointNet and PointNet+ Paper 1: http://stanford.edu/~rqi/pointnet/
Paper 2: http://stanford.edu/~rqi/pointnet2/
13.05.2020 Muhammad A. Jadoon Deep RL for multiple access in wireless networks Paper: https://arxiv.org/pdf/1704.02613.pdf/ Presentation: https://github.com/SergiusMath/itn-windmill-reading-group/blob/master/reports/RL_MAC_Muhammad_130520.pdf
28.05.2020 Shirin Goshtasbpour Uniform convergence may be unable to explain generalization in deep learning Paper: https://arxiv.org/abs/1902.04742 Presentation: https://github.com/SergiusMath/itn-windmill-reading-group/blob/master/reports/uniformConvergenceSG.pdf
10.06.2020 Salman Mohebi Deep reinforcement learning approach for radio resource scheduling Papers:
https://arxiv.org/pdf/2003.11003.pdf
https://stanfordasl.github.io/wp-content/papercite-data/pdf/Chinchali.ea.AAAI18.pdf
Presentation: https://github.com/SergiusMath/itn-windmill-reading-group/blob/master/reports/RadioResourceSchedulingWithDRL_SalmanMohebi.pdf
25.06.2020 Stanley Wu Multi-Agent Deep Reinforcement Learning For Distributed Handover Management In Dense mmWave Networks Papers: https://ieeexplore.ieee.org/abstract/document/9052936
Presentation: https://bit.ly/2CIWR4L
11.11.2020 Salman Mohebi Ubiquitous Cell-free Massive MIMO Communications Papers: https://link.springer.com/article/10.1186/s13638-019-1507-0, https://ieeexplore.ieee.org/document/7827017
Presentation: https://github.com/SergiusMath/itn-windmill-reading-group/blob/master/reports/RadioResourceSchedulingWithDRL_SalmanMohebi.pdf