Mohamed Akrout

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 49

Top Topics

Reinforcement Learning

Message Passing

Neural Network Training

Top Venues

IEEE J. Sel. Areas Commun.

Publications

Mohamed Akrout, Tiancheng Gao, Faouzi Bellili, Amine Mezghani
Vector Approximate Message Passing With Arbitrary I.I.D. Noise Priors. CoRR (2024)
Mohamed Akrout, Tiancheng Gao, Faouzi Bellili, Amine Mezghani
Vector Approximate message Passing with Arbitrary I.I.D. Noise Priors. ICASSP (2024)
Mohamed Akrout, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Next-slot OFDM-CSI Prediction: Multi-head Self-attention or State Space Model? CoRR (2024)
Mohamed Akrout, Amine Mezghani, Faouzi Bellili
Unlabeled Compressed Sensing from Multiple Measurement Vectors. CoRR (2024)
Mukilan Karuppasamy, Mohamed Akrout, Faouzi Bellili, Amine Mezghani
Distributed Vector Approximate Message Passing. ICASSP (2024)
Mohamed Akrout, Amine Mezghani, Ekram Hossain, Faouzi Bellili, Robert W. Heath Jr.
From Multilayer Perceptron to GPT: A Reflection on Deep Learning Research for Wireless Physical Layer. IEEE Commun. Mag. 62 (7) (2024)
Mohamed Akrout
Representations Matter: Embedding Modes of Large Language Models using Dynamic Mode Decomposition. CoRR (2023)
Mohamed Akrout, Faouzi Bellili, Amine Mezghani, Josef A. Nossek
Physically Consistent Models for Intelligent Reflective Surface-Assisted Communications Under Mutual Coupling and Element Size Constraint. ACSSC (2023)
Mohamed Akrout, Bálint Gyepesi, Péter Holló, Adrienn Poór, Blága Kincso, Stephen Solis, Katrina Cirone, Jeremy Kawahara, Dekker Slade, Latif Abid, Máté Kovács, István Fazekas
Diffusion-Based Data Augmentation for Skin Disease Classification: Impact Across Original Medical Datasets to Fully Synthetic Images. DGM4MICCAI (2023)
Mohamed Akrout, Volodymyr Shyianov, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Achievable Rate of Near-Field Communications Based on Physically Consistent Models. IEEE Trans. Wirel. Commun. 22 (2) (2023)
Mohamed Akrout, Amal Feriani, Faouzi Bellili, Amine Mezghani, Ekram Hossain
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open Issues. IEEE Commun. Surv. Tutorials 25 (4) (2023)
Mohamed Akrout, Volodymyr Shyianov, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Bandwidth Gain: The Missing Gain of Massive MIMO. ICC (2023)
Mohamed Akrout, Bálint Gyepesi, Péter Holló, Adrienn Poór, Blága Kincso, Stephen Solis, Katrina Cirone, Jeremy Kawahara, Dekker Slade, Latif Abid, Máté Kovács, István Fazekas
Diffusion-based Data Augmentation for Skin Disease Classification: Impact Across Original Medical Datasets to Fully Synthetic Images. CoRR (2023)
Mohamed Akrout, Volodymyr Shyianov, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Super-Wideband Massive MIMO. IEEE J. Sel. Areas Commun. 41 (8) (2023)
Mohamed Akrout, Amal Feriani, Faouzi Bellili, Amine Mezghani, Ekram Hossain
Continual Learning-Based MIMO Channel Estimation: A Benchmarking Study. ICC (2023)
Mohamed Akrout, Amal Feriani, Faouzi Bellili, Amine Mezghani, Ekram Hossain
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open Issues. CoRR (2023)
Mohamed Akrout, Amine Mezghani, Ekram Hossain, Faouzi Bellili, Robert W. Heath Jr.
From Multilayer Perceptron to GPT: A Reflection on Deep Learning Research for Wireless Physical Layer. CoRR (2023)
Mohamed Akrout, Faouzi Bellili, Amine Mezghani, Josef A. Nossek
Physically Consistent Models for Intelligent Reflective Surface-assisted Communications under Mutual Coupling and Element Size Constraint. CoRR (2023)
Mohamed Akrout, Hayet Amdouni, Amal Feriani, Monia Kourda, Latif Abid
A 35-Year Longitudinal Analysis of Dermatology Patient Behavior across Economic & Cultural Manifestations in Tunisia, and the Impact of Digital Tools. CoRR (2022)
Mohamed Akrout, Hayet Amdouni, Amal Feriani, Monia Kourda, Latif Abid
A 35-Year Longitudinal Analysis of Dermatology Patient Behavior Across Economic and Cultural Manifestations in Tunisia, and the Impact of Digital Tools. EPIMI/ML-CDS@MICCAI (2022)
Mohamed Akrout, Amal Feriani, Bob McLeod
Dynamic Noises of Multi-Agent Environments Can Improve Generalization: Agent-based Models meets Reinforcement Learning. CoRR (2022)
Ramzi Ayachi, Mohamed Akrout, Volodymyr Shyianov, Faouzi Bellili, Amine Mezghani
Massive Unsourced Random Access Based on Bilinear Vector Approximate Message Passing. ICASSP (2022)
Volodymyr Shyianov, Mohamed Akrout, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Achievable Rate With Antenna Size Constraint: Shannon Meets Chu and Bode. IEEE Trans. Commun. 70 (3) (2022)
Firas Fredj, Yasser F. Al-Eryani, Setareh Maghsudi, Mohamed Akrout, Ekram Hossain
Distributed Beamforming Techniques for Cell-Free Wireless Networks Using Deep Reinforcement Learning. IEEE Trans. Cogn. Commun. Netw. 8 (2) (2022)
Mohamed Akrout, Volodymyr Shyianov, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Super-Wideband Massive MIMO. CoRR (2022)
Mohamed Akrout, Amal Feriani, Faouzi Bellili, Amine Mezghani, Ekram Hossain
Continual Learning-Based MIMO Channel Estimation: A Benchmarking Study. CoRR (2022)
Mohamed Akrout, Volodymyr Shyianov, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Achievable Rate of Near-Field Communications Based on Physically Consistent Models. ICC (2022)
Mohamed Akrout, Anis Housseini, Faouzi Bellili, Amine Mezghani
BiG-VAMP: The Bilinear Generalized Vector Approximate Message Algorithm. IEEECONF (2022)
Albert Jiménez Sanfiz, Mohamed Akrout
Benchmarking the Accuracy and Robustness of Feedback Alignment Algorithms. CoRR (2021)
Yasser F. Al-Eryani, Mohamed Akrout, Ekram Hossain
Multiple Access in Cell-Free Networks: Outage Performance, Dynamic Clustering, and Deep Reinforcement Learning-Based Design. IEEE J. Sel. Areas Commun. 39 (4) (2021)
Mohamed Akrout, Douglas B. Tweed
On Bock's Conjecture Regarding the Adam Optimizer. CoRR (2021)
Mohamed Akrout, Faouzi Bellili, Amine Mezghani, Hayet Amdouni
Optimizing Binary Symptom Checkers via Approximate Message Passing. CoRR (2021)
Mohamed Akrout, Volodymyr Shyianov, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Achievable Rate of Near-Field Communications Based on Physically Consistent Models. CoRR (2021)
Yasser F. Al-Eryani, Mohamed Akrout, Ekram Hossain
Antenna Clustering for Simultaneous Wireless Information and Power Transfer in a MIMO Full-Duplex System: A Deep Reinforcement Learning-Based Design. IEEE Trans. Commun. 69 (4) (2021)
Mohamed Akrout, Anis Housseini, Faouzi Bellili, Amine Mezghani
Bilinear Generalized Vector Approximate Message Passing. CoRR (2020)
Yasser F. Al-Eryani, Mohamed Akrout, Ekram Hossain
Multiple Access in Dynamic Cell-Free Networks: Outage Performance and Deep Reinforcement Learning-Based Design. CoRR (2020)
Yasser F. Al-Eryani, Mohamed Akrout, Ekram Hossain
Simultaneous Energy Harvesting and Information Transmission in a MIMO Full-Duplex System: A Machine Learning-Based Design. CoRR (2020)
Firas Fredj, Yasser F. Al-Eryani, Setareh Maghsudi, Mohamed Akrout, Ekram Hossain
Distributed Uplink Beamforming in Cell-Free Networks Using Deep Reinforcement Learning. CoRR (2020)
Volodymyr Shyianov, Mohamed Akrout, Faouzi Bellili, Amine Mezghani, Robert W. Heath Jr.
Achievable Rate with Antenna Size Constraint: Shannon meets Chu and Bode. CoRR (2020)
Mohamed Akrout, Robert Steinbauer
Machine Ethics: The Creation of a Virtuous Machine. CoRR (2020)
Mohamed Akrout, Collin Wilson, Peter C. Humphreys, Timothy P. Lillicrap, Douglas B. Tweed
Deep Learning without Weight Transport. NeurIPS (2019)
Ismail Akrout, Amal Feriani, Mohamed Akrout
Hacking Google reCAPTCHA v3 using Reinforcement Learning. CoRR (2019)
Mohamed Akrout, Collin Wilson, Peter C. Humphreys, Timothy P. Lillicrap, Douglas B. Tweed
Deep Learning without Weight Transport. CoRR (2019)
Mohamed Akrout, Amir-massoud Farahmand, Tory Jarmain, Latif Abid
Improving Skin Condition Classification with a Visual Symptom Checker Trained using Reinforcement Learning. CoRR (2019)
Mohamed Akrout
On the Adversarial Robustness of Neural Networks without Weight Transport. CoRR (2019)
Mohamed Akrout, Amir-massoud Farahmand, Tory Jarmain, Latif Abid
Improving Skin Condition Classification with a Visual Symptom Checker Trained Using Reinforcement Learning. MICCAI (4) (2019)
Hongyu Zhu, Mohamed Akrout, Bojian Zheng, Andrew Pelegris, Anand Jayarajan, Amar Phanishayee, Bianca Schroeder, Gennady Pekhimenko
Benchmarking and Analyzing Deep Neural Network Training. IISWC (2018)
Mohamed Akrout, Amir-massoud Farahmand, Tory Jarmain
Improving Skin Condition Classification with a Question Answering Model. CoRR (2018)
Hongyu Zhu, Mohamed Akrout, Bojian Zheng, Andrew Pelegris, Amar Phanishayee, Bianca Schroeder, Gennady Pekhimenko
TBD: Benchmarking and Analyzing Deep Neural Network Training. CoRR (2018)