|
Research Interests
Task-aware compression in communication systems
Related work:
Learning-Based Compress-and-Forward Schemes for the Relay Channel
E. Ozyilkan, F. Carpi, S. Garg, E. Erkip — preprint
arXiv
Neural Compress-and-Forward for the Relay Channel
E. Ozyilkan, F. Carpi, S. Garg, E. Erkip — SPAWC 2024
DOI | arXiv | Poster
Precoding-oriented Massive MIMO CSI Feedback Design
F. Carpi, S. Venkatesan, J. Du, H. Viswanathan, S. Garg, E. Erkip — ICC 2023
DOI | arXiv | Slides | Poster
Single-Shot Compression for Hypothesis Testing
F. Carpi, S. Garg, E. Erkip — SPAWC 2021 , ITR3 @ ICML 2021, NASIT 2021, CTW 2021
*** Best Student Paper Award (2nd place) at IEEE SPAWC 2021.
*** Best Poster Award (1st place) at IEEE CTW 2021.
DOI | arXiv | Poster | Slides | Video
Waveform optimization
Related work:
Learned Pulse Shaping Design for PAPR Reduction in DFT-s-OFDM
F. Carpi, S. Rostami, J. Cho, S. Garg, E. Erkip, C. J. Zhang — SPAWC 2024
DOI | arXiv | Poster
Machine learning for channel decoding
Related work:
Reinforcement Learning for Channel Coding: Learned Bit-Flipping Decoding
F. Carpi, C. Häger, M. Martalò, R. Raheli, H. D. Pfister — Allerton 2019
DOI | arXiv | Slides | Github
Learned Belief-Propagation Decoding with Simple Scaling and SNR Adaptation
M. Lian, F. Carpi, C. Häger, H. D. Pfister — ISIT 2019
DOI | arXiv
Localization
Related work:
Experimental Analysis of RSSI-based Localization Algorithms with NLOS Pre-Mitigation for IoT Applications
F. Carpi, M. Martalò, L. Davoli, A. Cilfone, Y. Yu, Y. Wang, G. Ferrari — ComNet 2023
DOI
RSSI-based Methods for LOS/NLOS Channel Identification in Indoor Scenarios
F. Carpi, L. Davoli, M. Martalò, A. Cilfone, Y. Yu, Y. Wang, G. Ferrari — ISWCS 2019
DOI
|