alumni

Çağkan Yapar

Doctoral thesis

Deep learning-based pathloss radio map estimation and its application to RSS fingerprint-based localization

2023 · Doctoral thesis, TU Berlin

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Publications

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The Sampling-Assisted Pathloss Radio Map Prediction Competition
Çağkan Yapar, Stefanos Bakirtzis, Andra Lutu, Ian Wassell, Jie Zhang, Giuseppe Caire
35th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2025, Istanbul, Turkey, August 31 - Sept. 3, 2025 · 2025· 7 citations
IEEE Xplore BibTeX
Overview of the First Pathloss Radio Map Prediction Challenge
Çağkan Yapar, Fabian Jaensch, Ron Levie, Gitta Kutyniok, Giuseppe Caire
IEEE Open Journal of Signal Processing · 2024· 15 citations
IEEE Xplore BibTeX
Demucs for Data-Driven RF Signal Denoising
Çağkan Yapar, Fabian Jaensch, Jan Christian Hauffen, Francesco Pezone, Peter Jung, Saeid K. Dehkordi, Giuseppe Caire
IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2024 - Workshops, Seoul, Republic of Korea, April 14-19, 2024 · 2024· 5 citations
IEEE Xplore BibTeX
Real-Time Outdoor Localization Using Radio Maps: A Deep Learning Approach
Çağkan Yapar, Ron Levie, Gitta Kutyniok, Giuseppe Caire
IEEE Transactions on Wireless Communications · 2023· 69 citations
hdl.handle.net BibTeX
Overview of the Urban Wireless Localization Competition
Çağkan Yapar, Fabian Jaensch, Ron Levie, Gitta Kutyniok, Giuseppe Caire
33rd IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2023, Rome, Italy, September 17-20, 2023 · 2023
IEEE Xplore BibTeX
The First Pathloss Radio Map Prediction Challenge
Çağkan Yapar, Fabian Jaensch, Ron Levie, Gitta Kutyniok, Giuseppe Caire
arXiv (Cornell University) · 2023
IEEE Xplore BibTeX
Fast Radio Propagation Prediction with Deep Learning
Ron Levie, Çağkan Yapar, Giuseppe Caire, Gitta Kutyniok
Applied and numerical harmonic analysis · 2022· 1 citations
Springer BibTeX
LocUNet: Fast Urban Positioning Using Radio Maps and Deep Learning
Çağkan Yapar, Ron Levie, Gitta Kutyniok, Giuseppe Caire
arXiv (Cornell University) · 2022
arxiv.org arxiv.org BibTeX
Dataset of Pathloss and ToA Radio Maps With Localization Application
Çağkan Yapar, Ron Levie, Gitta Kutyniok, Giuseppe Caire
arXiv (Cornell University) · 2022· 14 citations
arxiv.org arxiv.org BibTeX
On the Effective Usage of Priors in RSS-based Localization
Çağkan Yapar, Fabian Jaensch, Ron Levie, Giuseppe Caire
arXiv (Cornell University) · 2022· 2 citations
arxiv.org arxiv.org BibTeX
RadioUNet: Fast Radio Map Estimation With Convolutional Neural Networks
Ron Levie, Çağkan Yapar, Gitta Kutyniok, Giuseppe Caire
IEEE Transactions on Wireless Communications · 2021· 11 citations
arxiv.org BibTeX
Spatially Scalable Lossy Coded Caching
Mozhgan Bayat, Çağkan Yapar, Giuseppe Caire
arXiv (Cornell University) · 2021
arxiv.org arxiv.org BibTeX
Real-time Outdoor Localization Using Radio Maps: A Deep Learning Approach
Çağkan Yapar, Ron Levie, Gitta Kutyniok, Giuseppe Caire
arXiv (Cornell University) · 2021· 2 citations
arxiv.org arxiv.org BibTeX
Real-time Localization Using Radio Maps
Çağkan Yapar, Ron Levie, Gitta Kutyniok, Giuseppe Caire
arXiv (Cornell University) · 2020· 4 citations
arxiv.org arxiv.org BibTeX
Pathloss Prediction using Deep Learning with Applications to Cellular Optimization and Efficient D2D Link Scheduling
Ron Levie, Çağkan Yapar, Gitta Kutyniok, Giuseppe Caire
IEEE International Conference on Acoustics, Speech, and Signal Processing · 2020· 26 citations
IEEE Xplore BibTeX
On the Optimality of D2D Coded Caching with Uncoded Cache Placement and\n One-shot Delivery
Çağkan Yapar, Kai Wan, Rafael F. Schaefer, Giuseppe Caire
arXiv (Cornell University) · 2019
arxiv.org BibTeX
On the Optimality of D2D Coded Caching With Uncoded Cache Placement and One-Shot Delivery
Çağkan Yapar, Kai Wan, Rafael F. Schaefer, Giuseppe Caire
IEEE Transactions on Communications · 2019· 2 citations
arxiv.org arxiv.org BibTeX
On D2D Caching with Uncoded Cache Placement
Çağkan Yapar, Kai Wan, Rafael F. Schaefer, Giuseppe Caire
International Symposium on Information Theory · 2019
arxiv.org arxiv.org BibTeX
Spatially Scalable Lossy Coded Caching
Mozhgan Bayat, Çağkan Yapar, Giuseppe Caire
International Symposium on Wireless Communication Systems · 2018· 5 citations
arxiv.org arxiv.org BibTeX
Information Bottleneck for an Oblivious Relay with Channel State Information: the Scalar Case
Giuseppe Caire, Shlomo Shamai, Antonia M. Tulino, Sergio Verdú, Çağkan Yapar
IEEE International Conference on Science of Electrical Engineering · 2018· 12 citations
IEEE Xplore BibTeX