Graph neural network based service function chaining for automatic network control DN Heo, S Lange, HG Kim, H Choi 2020 21st Asia-Pacific Network Operations and Management Symposium (APNOMS …, 2020 | 23 | 2020 |
Graph neural network-based virtual network function deployment prediction HG Kim, S Park, D Heo, S Lange, H Choi, JH Yoo, JWK Hong 2020 16th International Conference on Network and Service Management (CNSM), 1-7, 2020 | 12 | 2020 |
Adversarial training with contrastive learning in nlp DN Rim, DN Heo, H Choi arXiv preprint arXiv:2109.09075, 2021 | 10 | 2021 |
Graph neural network‐based virtual network function deployment optimization HG Kim, S Park, S Lange, D Lee, D Heo, H Choi, JH Yoo, JWK Hong International Journal of Network Management 31 (6), e2164, 2021 | 8 | 2021 |
Sequential deep learning architectures for anomaly detection in virtual network function chains C Lee, J Hong, DN Heo, H Choi 2021 International Conference on Information and Communication Technology …, 2021 | 8 | 2021 |
Reinforcement learning of graph neural networks for service function chaining DN Heo, D Lee, HG Kim, S Park, H Choi arXiv preprint arXiv:2011.08406, 2020 | 7 | 2020 |
Graph neural network-based virtual network function management HG Kim, S Park, S Lange, D Lee, D Heo, H Choi, JH Yoo, JWK Hong 2020 21st Asia-Pacific Network Operations and Management Symposium (APNOMS …, 2020 | 7 | 2020 |
Molecule Generation for Drug Discovery with New Transformer Architecture YB Hong, KJ Lee, DN Heo, H Choi Available at SSRN 4195528, 2022 | 3 | 2022 |
End-to-End Training of Both Translation Models in the Back-Translation Framework DN Heo, H Choi arXiv preprint arXiv:2202.08465, 2022 | 3 | 2022 |
Shared Latent Space by Both Languages in Non-Autoregressive Neural Machine Translation DN Heo, H Choi arXiv preprint arXiv:2305.03511, 2023 | 1 | 2023 |
Advanced Scaling Methods for VNF deployment with Reinforcement Learning N Seo, DN Heo, H Choi arXiv preprint arXiv:2301.08325, 2023 | | 2023 |
Graph neural network‐based virtual network function deployment optimization HG Kim, S Park, S Lange, D Lee, D Heo, H Choi, JH Yoo, JWK Hong International Journal of Network Management 33 (1), e2217, 2023 | | 2023 |
Updating VNF deployment with Scaling Actions using Reinforcement Algorithms N Seo, DN Heo, J Hong, HG Kim, JH Yoo, JWK Hong, H Choi 2022 23rd Asia-Pacific Network Operations and Management Symposium (APNOMS), 1-4, 2022 | | 2022 |
Reinforcement Learning of Graph Neural Networks for Service Function Chaining in Computer Network Management DN Heo, D Lee, HG Kim, S Park, H Choi 2022 23rd Asia-Pacific Network Operations and Management Symposium (APNOMS), 1-6, 2022 | | 2022 |
End-to-End Training for Back-Translation with Categorical Reparameterization Trick DN Heo, H Choi arXiv preprint arXiv:2202.08465, 2022 | | 2022 |
Anomaly Detection Based on System Text Logs of Virtual Network Functions DN Rim, DN Heo, C Lee, S Nam, JH Yoo, JWK Hong, H Choi Available at SSRN 4633582, 0 | | |
Graph Neural Networks with Reinforcement Learning for Advanced VNF Scaling in Network Management N Seo, DN Heo, H Choi Available at SSRN 4353607, 0 | | |