MELLIA, MARCO

MELLIA, MARCO  

Dipartimento di Automatica e Informatica  

003516  

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FedScope—Federated Host Embeddings From Telescope Traffic: Design and Implementation / Huang, K., Sordello, A., Valentim, R.V., Vassio, L., Drago, I., Mellia, M.. - In: IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT. - ISSN 1932-4537. - 23:(2026), pp. 4213-4227. [10.1109/tnsm.2026.3685756] 1-gen-2026 Huang, KaiSordello, AndreaVassio, LucaMellia, Marco + 2026_TNSM_FedScopeFederated.pdf
GLEm-Net: Unified framework for data reduction with categorical and numerical features / De Santis, F., Giordano, D., Mellia, M.. - In: KNOWLEDGE-BASED SYSTEMS. - ISSN 0950-7051. - 334:(2026). [10.1016/j.knosys.2025.115049] 1-gen-2026 Francesco De SantisDanilo GiordanoMarco Mellia 1-s2.0-S0950705125020878-main.pdf
Internet Usage and Performance in GEO Satellite Networks: A Large-Scale Study Across Europe and Africa / Merlach, G., Perdices, D., Perna, G., Trevisan, M., Giordano, D., Mellia, M.. - In: COMPUTER NETWORKS. - ISSN 1389-1286. - ELETTRONICO. - 282:(2026). [10.1016/j.comnet.2026.112244] 1-gen-2026 Perna, GianlucaTrevisan, MartinoGiordano, DaniloMellia, Marco + 1-s2.0-S1389128626002562-main.pdf
PACMNET V4, CoNEXT1, March 2026 Editorial / Mellia, M., Lutu, A., Zhang, Y.. - In: THE PROCEEDINGS OF THE ACM ON NETWORKING. - ISSN 2834-5509. - ELETTRONICO. - 4:CoNEXT1(2026), pp. 1-2. [10.1145/3786284] 1-gen-2026 Mellia, Marco + 3786284.pdf
ShortcutCatcher: Making Traffic Classification Reliable / Zhao, Y., Boffa, M., Vassio, L., Mellia, M.. - In: THE PROCEEDINGS OF THE ACM ON NETWORKING. - ISSN 2834-5509. - 4:(2026), pp. 1-15. [10.1145/3808671] 1-gen-2026 Yuqi ZhaoMatteo BoffaLuca VassioMarco Mellia 3808671.pdf
The 21st International Conference on Emerging Networking Experiments and Technologies 1-4 December 2025, HKUST, Hong Kong, China / Chen, Kai; Su, Jinshu; Yang, Lei; Mellia, Marco; Ott, Joerg; Rossi, Dario; Zhang, Ying; Lutu, Andra. - In: IEEE NETWORK. - ISSN 0890-8044. - STAMPA. - 40:3(2026), pp. 8-13. [10.1109/mnet.2026.3673813] 1-gen-2026 Mellia, MarcoRossi, Dario + The_21st_International_Conference_on_Emerging_Networking_Experiments_and_Technologies_1-4_December_2025_HKUST_Hong_Kong_China.pdf
CoDÆN: Benchmarks and Comparison of Evolutionary Community Detection Algorithms for Dynamic Networks / Paoletti, G., Gioacchini, L., Mellia, M., Vassio, L., Almeida, J.. - In: ACM TRANSACTIONS ON THE WEB. - ISSN 1559-114X. - ELETTRONICO. - 19:3(2025). [10.1145/3718988] 1-gen-2025 Giordano PaolettiLuca GioacchiniMarco MelliaLuca VassioJussara Almeida 3718988.pdf
Operationalizing AI/ML in Future Networks: A Bird's Eye View from the System Perspective / Liu, Q., Zhang, T., Hemmatpour, M., Qiu, H., Zhang, D., Chen, C.S., Mellia, M., Aghasaryan, A.. - In: IEEE COMMUNICATIONS MAGAZINE. - ISSN 0163-6804. - STAMPA. - 63:4(2025), pp. 176-182. [10.1109/mcom.001.2400033] 1-gen-2025 Zhang, TianzhuMellia, Marco + Operationalizing_AI_ML_in_Future_Networks_A_Birds_Eye_View_from_the_System_Perspective.pdfOperationalizing_AI_ML_in_Future_Networks_A_Birds_Eye_View_from_the_System_Perspective.pdf
PACMNET V3, N2, June 2025 Editorial / Mellia, Marco; Lutu, Andra; Zhang, Ying. - In: THE PROCEEDINGS OF THE ACM ON NETWORKING. - ISSN 2834-5509. - 3:CoNEXT2(2025), pp. 1-1. [10.1145/3730981] 1-gen-2025 Marco Mellia + 3730981.pdf
STAP: Leveraging State-Transition Adversarial Perturbations for Asymmetric Website Fingerprinting Defenses / Huang, J., Liu, W., Liu, G., Gao, B.o., Nie, F., Mellia, M.. - In: IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT. - ISSN 1932-4537. - ELETTRONICO. - 22:6(2025), pp. 6200-6214. [10.1109/tnsm.2025.3597075] 1-gen-2025 Mellia, Marco + STAP_Leveraging_State-Transition_Adversarial_Perturbations_for_Asymmetric_Website_Fingerprinting_Defenses.pdfSTAP_Leveraging_State-Transition_Adversarial_Perturbations_for_Asymmetric_Website_Fingerprinting_Defenses.pdf
Understanding Topics API in the Wild: Dubious Usage and Stale Adoption / Verna, Alberto; Jha, Nikhil; Trevisan, Martino; Mellia, Marco. - In: IEEE TRANSACTIONS ON PRIVACY. - ISSN 2836-208X. - ELETTRONICO. - 2:(2025), pp. 119-130. [10.1109/TP.2025.3615120] 1-gen-2025 Verna, AlbertoJha, NikhilTrevisan, MartinoMellia, Marco Understanding_Topics_API_in_the_Wild_Dubious_Usage_and_Stale_Adoption.pdf
Cross-network Embeddings Transfer for Traffic Analysis / Gioacchini, L., Mellia, M., Vassio, L., Drago, I., Milan, G., Houidi, Z.B., Rossi, D.. - In: IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT. - ISSN 1932-4537. - ELETTRONICO. - 21:3(2024), pp. 2686-2699. [10.1109/TNSM.2023.3329442] 1-gen-2024 Gioacchini, LucaMellia, MarcoVassio, LucaDrago, IdilioMilan, GiuliaRossi, Dario + Cross-network_Embeddings_Transfer_for_Traffic_Analysis-2.pdfCross-Network_Embeddings_Transfer_for_Traffic_Analysis.pdf
Fault Prediction in Resistance Spot Welding: A Comparison of Machine Learning Approaches / Ciravegna, G., Galante, F., Giordano, D., Cerquitelli, T., Mellia, M.. - In: ELECTRONICS. - ISSN 2079-9292. - 13:18(2024). [10.3390/electronics13183693] 1-gen-2024 Ciravegna G.Galante F.Giordano D.Cerquitelli T.Mellia M. electronics-13-03693.pdf
LogPrécis: Unleashing language models for automated malicious log analysis / Boffa, M., Drago, I., Mellia, M., Vassio, L., Giordano, D., Valentim, R., Houidi, Z.B.. - In: COMPUTERS & SECURITY. - ISSN 0167-4048. - ELETTRONICO. - 141:(2024). [10.1016/j.cose.2024.103805] 1-gen-2024 Boffa, MatteoDrago, IdilioMellia, MarcoVassio, LucaGiordano, DaniloValentim, Rodolfo + 1-s2.0-S0167404824001068-main.pdf
PACMNET, V2, CoNEXT1, March 2024 Editorial / Mellia, Marco; Steenkiste, Peter; Qiu, Lili; Bonaventure, Olivier. - In: THE PROCEEDINGS OF THE ACM ON NETWORKING. - ISSN 2834-5509. - ELETTRONICO. - 2:CoNEXT1(2024), pp. 1-1. [10.1145/3649469] 1-gen-2024 Marco Mellia + 3649469.pdf
Re-Identification Attacks against the Topics API / Jha, N., Trevisan, M., Leonardi, E., Mellia, M.. - In: ACM TRANSACTIONS ON THE WEB. - ISSN 1559-1131. - ELETTRONICO. - 18:3(2024), pp. 1-24. [10.1145/3675400] 1-gen-2024 Jha, NikhilTrevisan, MartinoLeonardi, EmilioMellia, Marco 3675400.pdf
Untangling IoT Global Connectivity: The Importance of Mobile Signaling Traffic / Geißler, S., Lutu, A., Wamser, F., Favale, T., Vomhoff, V., Krolikowski, M., Mellia, M., Perino, D., Hoßfeld, T.. - In: IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT. - ISSN 1932-4537. - ELETTRONICO. - 21:4(2024), pp. 4435-4449. [10.1109/tnsm.2024.3414975] 1-gen-2024 Favale, ThomasMellia, Marco + iot_patterns_sigmetrics2022.pdfUntangling_IoT_Global_Connectivity_The_Importance_of_Mobile_Signaling_Traffic.pdf
X-squatter: AI Multilingual Generation of Cross-Language Sound-squatting / VIEIRA VALENTIM, R., Drago, I., Mellia, M., Cerutti, F.. - In: ACM TRANSACTIONS ON PRIVACY AND SECURITY. - ISSN 2471-2566. - ELETTRONICO. - 27:3(2024), pp. 1-27. [10.1145/3663569] 1-gen-2024 Rodolfo Vieira ValentimIdilio DragoMarco Mellia + Mellia-X-Squatter.pdf
Attacking DoH and ECH: Does Server Name Encryption Protect Users’ Privacy? / Trevisan, M., Soro, F., Mellia, M., Drago, I., Morla, R.. - In: ACM TRANSACTIONS ON INTERNET TECHNOLOGY. - ISSN 1533-5399. - ELETTRONICO. - 23:1(2023), pp. 1-22. [10.1145/3570726] 1-gen-2023 Martino TrevisanFrancesca SoroMarco MelliaIdilio Drago + 3570726.pdfTOIT___eSNI.pdf
Data Driven Scalability and Profitability Analysis in Free Floating Electric Car Sharing Systems / Ciociola, A., Giordano, D., Vassio, L., Mellia, M.. - In: INFORMATION SCIENCES. - ISSN 0020-0255. - ELETTRONICO. - 621:(2023), pp. 545-561. [10.1016/j.ins.2022.11.116] 1-gen-2023 Ciociola, AlessandroGiordano, DaniloVassio, LucaMellia, Marco Scalability_preprint.pdf1-s2.0-S0020025522014219-main.pdf