6G Goal-Oriented AI-enabled Learning and Semantic Communication Networks

Informazioni relative al progetto

6G-GOALS

ID dell’accordo di sovvenzione: 101139232

DOI

10.3030/101139232

Data della firma CE 6 Dicembre 2023

Data di avvio 1 Gennaio 2024

Data di completamento 31 Dicembre 2026

Finanziato da

• Digital, Industry and Space

Costo totale

€ 3 296 619,50

Contributo UE

€ 3 174 154,88

Coordinato da

COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES
France

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Pubblicazioni

Peer reviewed articles (26)

Transmit or Retransmit: A Tradeoff in Networked Control of Dynamical Processes Over Lossy Channels With Ideal Feedback

Autori: Touraj Soleymani, John S. Baras, Deniz Gündüz
Pubblicato in: IEEE Transactions on Information Theory, Numero 70, 2024, ISSN 0018-9448
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIT.2024.3452976

SCSC: A Novel Standards-Compatible Semantic Communication Framework for Image Transmission

Autori: Xue Han, Yongpeng Wu, Zhen Gao, Biqian Feng, Yuxuan Shi, Deniz Gündüz, Wenjun Zhang
Pubblicato in: IEEE Transactions on Communications, 2025, ISSN 0090-6778
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCOMM.2025.3529221

A Versatile Pilot Design Scheme for FDD Systems Utilizing Gaussian Mixture Models

Autori: Nurettin Turan, Benedikt Böck, Benedikt Fesl, Michael Joham, Deniz Gündüz, Wolfgang Utschick
Pubblicato in: IEEE Transactions on Wireless Communications, Numero 24, 2025, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TWC.2025.3537496

Topological signal processing and learning: Recent advances and future challenges

Autori: Elvin Isufi, Geert Leus, Baltasar Beferull-Lozano, Sergio Barbarossa, Paolo Di Lorenzo
Pubblicato in: Signal Processing, Numero 233, 2025, ISSN 0165-1684
Editore: Elsevier BV
DOI: 10.1016/J.SIGPRO.2025.109930

Pragmatic Communication for Remote Control of Finite-State Markov Processes

Autori: Pietro Talli, Edoardo David Santi, Federico Chiariotti, Touraj Soleymani, Federico Mason, Andrea Zanella, Deniz Gündüz
Pubblicato in: IEEE Journal on Selected Areas in Communications, Numero 43, 2025, ISSN 1558-0008
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSAC.2025.3559152

Adaptive layer and token selection for efficient fine-tuning of vision transformers

Autori: Alessio Devoto, Federico Alvetreti, Jary Pomponi, Paolo Di Lorenzo, Pasquale Minervini, Simone Scardapane
Pubblicato in: Neurocomputing, Numero 654, 2025, ISSN 0925-2312
Editore: Elsevier BV
DOI: 10.1016/J.NEUCOM.2025.131216

Goal-Oriented Source Coding and Filtering for Vehicular Communications

Autori: Jose Manuel Gimenez-Guzman, Israel Leyva-Mayorga, Petar Popovski
Pubblicato in: IEEE Internet of Things Journal, Numero 11, 2024, ISSN 2327-4662
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JIOT.2024.3367438

Process-and-Forward: Deep Joint Source-Channel Coding Over Cooperative Relay Networks

Autori: Chenghong Bian, Yulin Shao, Haotian Wu, Emre Ozfatura, Deniz Gündüz
Pubblicato in: IEEE Journal on Selected Areas in Communications, 2025, ISSN 0733-8716
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSAC.2025.3531579

Private Collaborative Edge Inference via Over-the-Air Computation

Autori: Selim F. Yilmaz, Burak Hasircioğlu, Li Qiao, Denız Gündüz
Pubblicato in: IEEE Transactions on Machine Learning in Communications and Networking, Numero 3, 2025, ISSN 2831-316X
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TMLCN.2025.3526551

IEEE Communications Letters

Autori: Inacio de Souza, Joao Henrique; Saggese, Fabio; Soret, Beatriz; Popovski, Petar
Pubblicato in: IEEE Communications Letters, 2025, ISSN 1089-7798
Editore: IEEE
DOI: 10.1109/LCOMM.2025.3591962

Toward Understanding Federated Learning over Unreliable Networks

Autori: Chenyuan Feng; Ahmed Arafa; Zihan Chen; Mingxiong Zhao; Tony Q. S. Quek; Howard H. Yang
Pubblicato in: IEEE Transactions on Machine Learning in Communications and Networking, 2025, ISSN 2831-316X
Editore: IEEE
DOI: 10.1109/TMLCN.2024.3511475

Deep Joint Source-Channel Coding for Adaptive Image Transmission Over MIMO Channels

Autori: Haotian Wu, Yulin Shao, Chenghong Bian, Krystian Mikolajczyk, Deniz Gündüz
Pubblicato in: IEEE Transactions on Wireless Communications, Numero 23, 2024, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TWC.2024.3422794

A Theory of Semantic Communication

Autori: Yulin Shao, Qi Cao, Deniz Gündüz
Pubblicato in: IEEE Transactions on Mobile Computing, Numero 23, 2024, ISSN 1536-1233
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TMC.2024.3406375

Alternating Minimization Schemes for Computing Rate-Distortion-Perception Functions with <i>f</i>-Divergence Perception Constraints

Autori: Giuseppe Serra, Photios A. Stavrou, Marios Kountouris
Pubblicato in: IEEE Transactions on Information Theory, 2025, ISSN 0018-9448
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIT.2025.3604602

Over-the-Air Inference Through Analog Computation Over Multi-hop MIMO Networks

Autori: Chenghong Bian, Meng Hua, Deniz Gündüz
Pubblicato in: IEEE Wireless Communications Letters, 2025, ISSN 2162-2337
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LWC.2025.3602209

A Deep Joint Source-Channel Coding Scheme for Hybrid Mobile Multi-Hop Networks

Autori: Chenghong Bian, Yulin Shao, Deniz Gündüz
Pubblicato in: IEEE Journal on Selected Areas in Communications, Numero 43, 2025, ISSN 1558-0008
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSAC.2025.3559134

Transmit or Retransmit: A Tradeoff in Networked Control of Dynamical Processes Over Lossy Channels With Ideal Feedback

Autori: Touraj Soleymani, John S. Baras, Deniz Gündüz
Pubblicato in: IEEE Transactions on Information Theory, Numero 70, 2024, ISSN 0018-9448
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIT.2024.3452976

Explainable AI in 6G O-RAN: A Tutorial and Survey on Architecture, Use Cases, Challenges, and Future Research

Autori: Bouziane Brik, Hatim Chergui, Lanfranco Zanzi, Francesco Devoti, Adlen Ksentini, Muhammad Shuaib Siddiqui, Xavier Costa-Pèrez, Christos Verikoukis
Pubblicato in: IEEE Communications Surveys &amp; Tutorials, 2024, ISSN 1553-877X
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/COMST.2024.3510543

Opportunistic Information-Bottleneck for Goal-Oriented Feature Extraction and Communication

Autori: Francesco Binucci; Paolo Banelli; Paolo Di Lorenzo; Sergio Barbarossa
Pubblicato in: IEEE Open Journal of the Communications Society, 2024, ISSN 2644-125X
Editore: IEEE
DOI: 10.48550/arxiv.2404.09218

Semantic V2X Communications for Image Transmission in 6G Systems

Autori: Jose Manuel Gimenez-Guzman, Israel Leyva-Mayorga, Petar Popovski
Pubblicato in: IEEE Network, Numero 38, 2024, ISSN 0890-8044
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/MNET.2024.3420214

AirNet: Neural Network Transmission Over the Air

Autori: Mikolaj Jankowski, Deniz Gündüz, Krystian Mikolajczyk
Pubblicato in: IEEE Transactions on Wireless Communications, Numero 23, 2024, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TWC.2024.3388329

Transformer-Aided Wireless Image Transmission With Channel Feedback

Autori: Haotian Wu, Yulin Shao, Emre Ozfatura, Krystian Mikolajczyk, Deniz Gündüz
Pubblicato in: IEEE Transactions on Wireless Communications, Numero 23, 2024, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TWC.2024.3386052

Unified Timing Analysis for Closed-Loop Goal-Oriented Wireless Communication

Autori: Lintao Li, Anders E. Kalør, Petar Popovski, Wei Chen
Pubblicato in: IEEE Transactions on Wireless Communications, 2025, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TWC.2024.3525087

Massive Digital Over-the-Air Computation for Communication-Efficient Federated Edge Learning

Autori: Li Qiao, Zhen Gao, Mahdi Boloursaz Mashhadi, Deniz Gündüz
Pubblicato in: IEEE Journal on Selected Areas in Communications, Numero 42, 2024, ISSN 0733-8716
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSAC.2024.3431572

Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks

Autori: Zhan Gao, Deniz Gündüz
Pubblicato in: IEEE Transactions on Signal Processing, 2025, ISSN 1053-587X
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TSP.2025.3534685

Joint Source–Channel Coding: Fundamentals and Recent Progress in Practical Designs

Autori: Deniz Gündüz, Michèle A. Wigger, Tze-Yang Tung, Ping Zhang, Yong Xiao
Pubblicato in: Proceedings of the IEEE, 2024, ISSN 0018-9219
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JPROC.2024.3477331

Other (5)

Energy-Aware Joint Orchestration of 5G and Robots: Experimental Testbed and Field Validation

Autori: Groshev, Milan; Zanzi, Lanfranco; Delgado Pinillos, Carmen; Xi, Li; de la Oliva, Antonio; Costa-Pérez, Xavier
Pubblicato in: IEEE Transactions on Network and Service Management, 2025
Editore: IEEE
DOI: 10.5281/ZENODO.15308285

Sustainability in SNS JU Projects - Targets, Methodologies, Trade-offs and Implementation Considerations Towards 6G Systems

Autori: Rezaki, Ali; Trichias, Konstantinos; Mesodiakaki, Agapi; Gavras, Anastasius; Aseeva, Anna; Berardinelli, Gilberto; Osman, Hassan; Gutiérrez Terán, Jesús; Petersen, Katrina; Gramaglia, Marco; Katz, Marcos; Bezzi, Margot; Ghoraishi, Mir
Pubblicato in: 2025
Editore: Zenodo
DOI: 10.5281/ZENODO.15555292

Sustainability in SNS JU Projects - Targets, Methodologies, Trade-offs and Implementation Considerations Towards 6G Systems

Autori: Rezaki, Ali; Trichias, Konstantinos; Mesodiakaki, Agapi; Gavras, Anastasius; Aseeva, Anna; Berardinelli, Gilberto; Osman, Hassan; Gutiérrez Terán, Jesús; Petersen, Katrina; Gramaglia, Marco; Katz, Marcos; Bezzi, Margot; Ghoraishi, Mir
Pubblicato in: 2025
DOI: 10.5281/ZENODO.15555292

Towards 6G Architecture: Key Concepts, Challenges, and Building Blocks

Autori: Gramaglia, Marco, Bulakci, Ömer, Li Xi, Gavras Anastasius, Ericson Mårten, Kerboeuf Sylvaine, Larrabeiti David, Ghoraishi Mir, Mesodiakaki Agapi, Koumaras Harilaos, Robitzsch Sebastian, Asensio Garriga, Rodrigo Skarmeta, Gómez Antonio, Tsolkas, Dimitris
Pubblicato in: 2025
Editore: Zenodo

European Vision for the 6G Network Ecosystem

Autori: Uusitalo, Mikko; Bernardos, Carlos Jesus; Kaloxylos, Alexandros; Bourse, Didier Arnaud; Norp, Toon; Lønsethagen, Håkon; Hecker, Artur; Rugeland, Patrik; Papagianni, Chrysa; Bulakci, Ömer; Li, Xi; Ericson, Mårten; Anton-Haro, Carles; Massod Khorsandi, Baha
Pubblicato in: 2024
Editore: Zenodo
DOI: 10.5281/ZENODO.14230482

Conference proceedings (21)

GLOBECOM 2024 - 2024 IEEE Global Communications Conference

Pubblicato in: 2025
Editore: IEEE
DOI: 10.1109/GLOBECOM52923.2024

Optimization for Semantic-Aware Resource Allocation Under CPT-Based Utilities

Autori: Symeon Vaidanis, Photios A. Stavrou, Marios Kountouris
Pubblicato in: 2025 IEEE 26th International Workshop on Signal Processing and Artificial Intelligence for Wireless Communications (SPAWC), 2025
Editore: IEEE
DOI: 10.1109/SPAWC66079.2025.11143243

Wireless Point Cloud Transmission

Autori: Chenghong Bian, Yulin Shao, Deniz Gündüz
Pubblicato in: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2024
Editore: IEEE
DOI: 10.1109/SPAWC60668.2024.10694621

Learning Sheaf Laplacian Optimizing Restriction Maps

Autori: Leonardo Di Nino, Sergio Barbarossa, Paolo Di Lorenzo
Pubblicato in: 2024 58th Asilomar Conference on Signals, Systems, and Computers, 2025
Editore: IEEE
DOI: 10.1109/IEEECONF60004.2024.10942997

Relative Representations of Latent Spaces enable Efficient Semantic Channel Equalization

Autori: Tomás Hüttebräucker, Simone Fiorellino, Mohamed Sana, Paolo Di Lorenzo, Emilio Calvanese Strinati
Pubblicato in: 2025
Editore: IEEE
DOI: 10.1109/GCWKSHP64532.2024.11100849

Batch Selection and Communication for Active Learning with Edge Labeling

Autori: Victor Croisfelt, Shashi Raj Pandey, Osvaldo Simeone, Petar Popovski
Pubblicato in: 2024 IEEE International Conference on Communications Workshops (ICC Workshops), 2024
Editore: IEEE
DOI: 10.1109/ICCWORKSHOPS59551.2024.10615928

Pragmatic Goal-Oriented Communications Under Semantic-Effectiveness Channel Errors

Autori: Tomás Huttebraucker, Mohamed Sana, Emilio Calvanese Strinati
Pubblicato in: 2024 IEEE 21st Consumer Communications &amp; Networking Conference (CCNC), 2024
Editore: IEEE
DOI: 10.1109/CCNC51664.2024.10454728

Goal-Oriented Communications Based on Recursive Early Exit Neural Networks

Autori: Jary Pomponi, Mattia Merluzzi, Alessio Devoto, Mateus Pontes Mota, Paolo Di Lorenzo, Simone Scardapane
Pubblicato in: 2024 58th Asilomar Conference on Signals, Systems, and Computers, 2025
Editore: IEEE
DOI: 10.1109/IEEECONF60004.2024.10942792

Optimizing RIS Impairments through Semantic Communication

Autori: Nour Hello, Mattia Merluzzi, Emilio Calvanese Strinati, Luca Sanguinetti
Pubblicato in: 2024 IEEE Globecom Workshops (GC Wkshps), 2025
Editore: IEEE
DOI: 10.1109/GCWKSHP64532.2024.11100987

Network Digital Twin for 5G-Enabled Mobile Robots

Autori: Luis Roda Sanchez, Lanfranco Zanzi, Xi Li, Guillem Gari, Xavier Costa Perez
Pubblicato in: 2025 IEEE Wireless Communications and Networking Conference (WCNC), 2025
Editore: IEEE
DOI: 10.48550/ARXIV.2502.02253

Soft Partitioning of Latent Space for Semantic Channel Equalization

Autori: Tomás Hüttebräucker, Mohamed Sana, Emilio Calvanese Strinati
Pubblicato in: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), 2024
Editore: IEEE
DOI: 10.1109/ISWCS61526.2024.10639062

LISAC: Learned Coded Waveform Design for ISAC with OFDM

Autori: Chenghong Bian; Yumeng Zhang; Deniz Gündüz
Pubblicato in: 2025 IEEE Wireless Communications and Networking Conference (WCNC), 2025
Editore: IEEE
DOI: 10.1109/WCNC61545.2025.10978729

Enabling Edge Artificial Intelligence via Goal-oriented Deep Neural Network Splitting

Autori: Francesco Binucci, Mattia Merluzzi, Paolo Banelli, Emilio Calvanese Strinati, Paolo Di Lorenzo
Pubblicato in: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), 2024
Editore: IEEE
DOI: 10.1109/ISWCS61526.2024.10639178

Coexistence of Pull and Push Communication in Wireless Access for IoT Devices

Autori: Sara Cavallero, Fabio Saggese, Junya Shiraishi, Shashi Raj Pandey, Chiara Buratti, Petar Popovski
Pubblicato in: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2024
Editore: IEEE
DOI: 10.1109/SPAWC60668.2024.10694005

Semantic Channel Equalizer: Modelling Language Mismatch in Multi-User Semantic Communications

Autori: Sana, Mohamed; Strinati, Emilio Calvanese
Pubblicato in: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, 2023
Editore: IEEE
DOI: 10.48550/arxiv.2308.03789

Adaptive Semantic Token Selection for AI-native Goal-oriented Communications

Autori: Alessio Devoto, Jary Pomponi, Simone Petruzzi, Paolo Di Lorenzo, Simone Scardapane
Pubblicato in: 2024 IEEE Globecom Workshops (GC Wkshps), 2025
Editore: IEEE
DOI: 10.1109/GCWKSHP64532.2024.11100347

2025 IEEE Wireless Communications and Networking Conference (WCNC)

Pubblicato in: 2025, ISSN 1558-2612
Editore: IEEE
DOI: 10.1109/WCNC61545.2025.10978729

Analyzing α-divergence in Gaussian Rate-Distortion-Perception Theory

Autori: Martha V. Sourla, Giuseppe Serra, Photios A. Stavrou, Marios Kountouris
Pubblicato in: 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2024
Editore: IEEE
DOI: 10.1109/SPAWC60668.2024.10694296

Remote Estimation of Markov Processes over Costly Channels: On Implicit Information Benefits

Autori: Edoardo D. Santi, Touraj Soleymani, Deniz Gündüz
Pubblicato in: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, 2025
Editore: IEEE
DOI: 10.1109/GLOBECOM52923.2024.10901661

Building the Self-Improvement Loop: Error Detection and Correction in Goal-Oriented Semantic Communications

Autori: Peizheng Li, Xinyi Lin, Adnan Aijaz
Pubblicato in: 2024 IEEE Conference on Standards for Communications and Networking (CSCN), 2025
Editore: IEEE
DOI: 10.1109/CSCN63874.2024.10849728

EcoPull:Sustainable IoT Image Retrieval Empowered by TinyML Models

Autori: Thorsager, Mathias; Croisfelt, Victor; Shiraishi, Junya; Popovski, Petar
Pubblicato in: Thorsager, M, Croisfelt, V, Shiraishi, J & Popovski, P 2024, EcoPull : Sustainable IoT Image Retrieval Empowered by TinyML Models. in GLOBECOM 2024 - 2024 IEEE Global Communications Conference. IEEE (Institute of Electrical and Electronics Engineers), pp. 5066-5071. https://doi.org/10.1109/GLOBECOM52923.2024.10901782, 2024
Editore: IEEE
DOI: 10.1109/GLOBECOM52923.2024.10901782