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A Fully Independent MARL for Collision Avoidance in Distributed Channel Access Go to Link

Hong, Sungweon; Jeong, Yeonseo; Hwang, Ukjo; Hong, Songnam

ArticleIssue Date2026Citation2025 IEEE 102nd Vehicular Technology Conference (VTC2025-Fall), pp 1 - 5PublisherInstitute of Electrical and Electronics Engineers Inc.

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On Practical Robust Reinforcement Learning: Adjacent Uncertainty Set and Double-Agent Algorithm Go to Link

Hwang, Ukjo; Hong, Songnam

ArticleIssue Date2025CitationIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, v.36, no.4, pp 7696 - 7710PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

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QIPPO/CA: A Quantized Communication-Efficient MARL Framework for Fully Distributed Channel Access in Next-Generation Wireless Networks Go to Link

Hong, Sungweon; Jeong, Yeonseo; Hwang, Ukjo; Hong, Songnam

ArticleIssue Date2026CitationIEEE Internet of Things Journal, v.13, no.5, pp 8615 - 8627PublisherInstitute of Electrical and Electronics Engineers Inc.

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Tackling Environment Heterogeneity in Federated Reinforcement Learning Go to Link

Hwang, Ukjo; Lim, Hyung-Taig; Hong, Songnam

ArticleIssue Date2025CitationProceedings - 2025 IEEE Conference on Artificial Intelligence, CAI 2025, pp 1268 - 1273PublisherInstitute of Electrical and Electronics Engineers Inc.

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Browsing by Hwang, UkjoAuthor

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