Publications

53 / 3,006 publications found.


  •  Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., "AutoBayes: Automated Bayesian Graph Exploration for Nuisance-Robust Inference", arXiv, October 2020.
    BibTeX arXiv
    • @article{Demir2020oct,
    • author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
    • title = {AutoBayes: Automated Bayesian Graph Exploration for Nuisance-Robust Inference},
    • journal = {arXiv},
    • year = 2020,
    • month = oct,
    • url = {https://arxiv.org/abs/2007.01255}
    • }
  •  Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D., Parsons, K., Qi, M., "Generative Deep Learning Model for Inverse Design of Integrated Nanophotonic Devices", Lasers and Photonics Reviews, DOI: 10.1002/lpor.202000287, Vol. 2020, pp. 2000287, October 2020.
    BibTeX TR2020-135 PDF
    • @article{Tang2020oct,
    • author = {Tang, Yingheng and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Wu, Pengxiang and TaherSima, Mohammad and Jha, Devesh and Parsons, Kieran and Qi, Minghao},
    • title = {Generative Deep Learning Model for Inverse Design of Integrated Nanophotonic Devices},
    • journal = {Lasers and Photonics Reviews},
    • year = 2020,
    • volume = 2020,
    • pages = 2000287,
    • month = oct,
    • doi = {10.1002/lpor.202000287},
    • url = {https://www.merl.com/publications/TR2020-135}
    • }
  •  Han, M., Ozdenizci, O., Koike-Akino, T., Wang, Y., Erdogmus, D., "Soft-Disentangled Adversarial Transfer Learning for Universal Physiological Feature Extraction", arXiv, September 2020.
    BibTeX arXiv
    • @article{Han2020sep2,
    • author = {Han, Mo and Ozdenizci, Ozan and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
    • title = {Soft-Disentangled Adversarial Transfer Learning for Universal Physiological Feature Extraction},
    • journal = {arXiv},
    • year = 2020,
    • month = sep,
    • url = {https://arxiv.org/abs/2009.13453}
    • }
  •  Kojima, K., Tang, Y., Koike-Akino, T., Wang, Y., Jha, D., Parsons, K., TaherSima, M., Sang, F., Klamkin, J., Qi, M., "Inverse Design of Nanophotonic Devices using Deep Neural Networks", Asia Communications and Photonics Conference (ACP), September 2020.
    BibTeX TR2020-130 PDF Video
    • @inproceedings{Kojima2020sep,
    • author = {Kojima, Keisuke and Tang, Yingheng and Koike-Akino, Toshiaki and Wang, Ye and Jha, Devesh and Parsons, Kieran and TaherSima, Mohammad and Sang, Fengqiao and Klamkin, Jonathan and Qi, Minghao},
    • title = {Inverse Design of Nanophotonic Devices using Deep Neural Networks},
    • booktitle = {Asia Communications and Photonics Conference (ACP)},
    • year = 2020,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2020-130}
    • }
  •  Han, M., Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Disentangled Adversarial Autoencoder for Subject-Invariant Physiological Feature Extraction", IEEE Signal Processing Letters, DOI: 10.1109/LSP.2020.3020215, Vol. 27, pp. 1565-1569, September 2020.
    BibTeX TR2020-128 PDF
    • @article{Han2020sep,
    • author = {Han, Mo and Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {Disentangled Adversarial Autoencoder for Subject-Invariant Physiological Feature Extraction},
    • journal = {IEEE Signal Processing Letters},
    • year = 2020,
    • volume = 27,
    • pages = {1565--1569},
    • month = sep,
    • doi = {10.1109/LSP.2020.3020215},
    • issn = {1558-2361},
    • url = {https://www.merl.com/publications/TR2020-128}
    • }
  •  Wang, Y., Aeron, S., Rakin, A.S., Koike-Akino, T., Moulin, P., "Robust Machine Learning via Privacy/Rate-Distortion Theory", arXiv, July 2020.
    BibTeX arXiv
    • @article{Wang2020jul,
    • author = {Wang, Ye and Aeron, Shuchin and Rakin, Adnan S and Koike-Akino, Toshiaki and Moulin, Pierre},
    • title = {Robust Machine Learning via Privacy/Rate-Distortion Theory},
    • journal = {arXiv},
    • year = 2020,
    • month = jul,
    • url = {https://arxiv.org/abs/2007.11693}
    • }
  •  Han, M., Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Disentangled Adversarial Transfer Learning for Physiological Biosignals", International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), DOI: 10.1109/EMBC44109.2020.9175233, July 2020.
    BibTeX TR2020-109 PDF Video
    • @inproceedings{Han2020jul,
    • author = {Han, Mo and Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {Disentangled Adversarial Transfer Learning for Physiological Biosignals},
    • booktitle = {International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
    • year = 2020,
    • month = jul,
    • publisher = {IEEE},
    • doi = {10.1109/EMBC44109.2020.9175233},
    • issn = {1558-4615},
    • isbn = {978-1-7281-1990-8},
    • url = {https://www.merl.com/publications/TR2020-109}
    • }
  •  Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., "AutoBayes: Automated Inference via Bayesian Graph Exploration for Nuisance-Robust Biosignal Analysis", arXiv, July 2020.
    BibTeX arXiv
    • @article{Demir2020jul,
    • author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
    • title = {AutoBayes: Automated Inference via Bayesian Graph Exploration for Nuisance-Robust Biosignal Analysis},
    • journal = {arXiv},
    • year = 2020,
    • month = jul,
    • url = {https://arxiv.org/abs/2007.01255}
    • }
  •  Koike-Akino, T., Wang, Y., "Stochastic Bottleneck: Rateless Auto-Encoder for Flexible Dimensionality Reduction", IEEE International Symposium on Information Theory (ISIT), DOI: 10.1109/ISIT44484.2020.9174523, June 2020.
    BibTeX TR2020-075 PDF Video Presentation
    • @inproceedings{Koike-Akino2020jun,
    • author = {Koike-Akino, Toshiaki and Wang, Ye},
    • title = {Stochastic Bottleneck: Rateless Auto-Encoder for Flexible Dimensionality Reduction},
    • booktitle = {IEEE International Symposium on Information Theory (ISIT)},
    • year = 2020,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/ISIT44484.2020.9174523},
    • issn = {2157-8117},
    • isbn = {978-1-7281-6432-8},
    • url = {https://www.merl.com/publications/TR2020-075}
    • }
  •  Wang, Y., Koike-Akino, T., "Learning to Modulate for Non-coherent MIMO", IEEE International Conference on Communications (ICC), DOI: 10.1109/ICC40277.2020.9149438, June 2020.
    BibTeX TR2020-071 PDF Video Presentation
    • @inproceedings{Wang2020jun,
    • author = {Wang, Ye and Koike-Akino, Toshiaki},
    • title = {Learning to Modulate for Non-coherent MIMO},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2020,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/ICC40277.2020.9149438},
    • issn = {1938-1883},
    • isbn = {978-1-7281-5089-5},
    • url = {https://www.merl.com/publications/TR2020-071}
    • }
  •  Kumar, A., Marks, T., Mou, W., Wang, Y., Cherian, A., Jones, M.J., Liu, X., Koike-Akino, T., Feng, C., "LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2020.
    BibTeX TR2020-067 PDF Video Data Software
    • @inproceedings{Kumar2020jun,
    • author = {Kumar, Abhinav and Marks, Tim and Mou, Wenxuan and Wang, Ye and Cherian, Anoop and Jones, Michael J. and Liu, Xiaoming and Koike-Akino, Toshiaki and Feng, Chen},
    • title = {LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2020,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2020-067}
    • }
  •  Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Learning Invariant Representations from EEG via Adversarial Inference", IEEE Access, DOI: 10.1109/ACCESS.2020.2971600, Vol. 8, pp. 27074-27085, April 2020.
    BibTeX TR2020-049 PDF
    • @article{Ozdenizci2020apr,
    • author = {Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {Learning Invariant Representations from EEG via Adversarial Inference},
    • journal = {IEEE Access},
    • year = 2020,
    • volume = 8,
    • pages = {27074--27085},
    • month = apr,
    • doi = {10.1109/ACCESS.2020.2971600},
    • issn = {2169-3536},
    • url = {https://www.merl.com/publications/TR2020-049}
    • }
  •  Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation", Journal of Lightwave Technology, DOI: 10.1109/JLT.2020.2976479, March 2020.
    BibTeX TR2020-033 PDF
    • @article{Koike-Akino2020mar3,
    • author = {Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation},
    • journal = {Journal of Lightwave Technology},
    • year = 2020,
    • month = mar,
    • doi = {10.1109/JLT.2020.2976479},
    • url = {https://www.merl.com/publications/TR2020-033}
    • }
  •  Koike-Akino, T., Matsumine, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Variational Quantum Demodulation for Coherent Optical Multi-Dimensional QAM", Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC), DOI: 10.1364/OFC.2020.T3D.6, March 2020, pp. T3D.6.
    BibTeX TR2020-028 PDF Video Presentation
    • @inproceedings{Koike-Akino2020mar2,
    • author = {Koike-Akino, Toshiaki and Matsumine, Toshiki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {Variational Quantum Demodulation for Coherent Optical Multi-Dimensional QAM},
    • booktitle = {Optical Fiber Communication Conference and Exposition and the National Fiber Optic Engineers Conference (OFC/NFOEC)},
    • year = 2020,
    • pages = {T3D.6},
    • month = mar,
    • publisher = {OSA},
    • doi = {10.1364/OFC.2020.T3D.6},
    • isbn = {978-1-943580-71-2},
    • url = {https://www.merl.com/publications/TR2020-028}
    • }
  •  Tang, Y., Kojima, K., Koike-Akino, T., Wang, Y., Wu, P., TaherSima, M., Jha, D., Parsons, K., Qi, M., "Generative Deep Learning Model for a Multi-level NanoOptic Broadband Power Splitter", Optical Fiber Communication Conference and Exposition (OFC), DOI: 10.1364/OFC.2020.Th1A.1, March 2020, pp. Th1A.1.
    BibTeX TR2020-025 PDF
    • @inproceedings{Tang2020mar,
    • author = {Tang, Yingheng and Kojima, Keisuke and Koike-Akino, Toshiaki and Wang, Ye and Wu, Pengxiang and TaherSima, Mohammad and Jha, Devesh and Parsons, Kieran and Qi, Minghao},
    • title = {Generative Deep Learning Model for a Multi-level NanoOptic Broadband Power Splitter},
    • booktitle = {Optical Fiber Communication Conference and Exposition (OFC)},
    • year = 2020,
    • pages = {Th1A.1},
    • month = mar,
    • publisher = {OSA},
    • doi = {10.1364/OFC.2020.Th1A.1},
    • isbn = {978-1-943580-71-2},
    • url = {https://www.merl.com/publications/TR2020-025}
    • }
  •  Huang, R., Xu, W., Lee, T.-Y., Cherian, A., Wang, Y., Marks, T., "FX-GAN: Self-Supervised GAN Learning via Feature Exchange", IEEE Winter Conference on Applications of Computer Vision (WACV), February 2020, pp. 3194-3202.
    BibTeX TR2020-014 PDF
    • @inproceedings{Huang2020feb,
    • author = {Huang, Rui and Xu, Wenju and Lee, Teng-Yok and Cherian, Anoop and Wang, Ye and Marks, Tim},
    • title = {FX-GAN: Self-Supervised GAN Learning via Feature Exchange},
    • booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
    • year = 2020,
    • pages = {3194--3202},
    • month = feb,
    • url = {https://www.merl.com/publications/TR2020-014}
    • }
  •  Jespersen, M.H., Pajovic, M., Koike-Akino, T., Wang, Y., Popovski, P., Orlik, P.V., "Deep Learning for Synchronization and Channel Estimation in NB-IoT Random Access Channel", IEEE Global Communications Conference (GLOBECOM), DOI: 10.1109/GLOBECOM38437.2019.9013510, December 2019.
    BibTeX TR2019-140 PDF
    • @inproceedings{Jespersen2019dec,
    • author = {Jespersen, Mads Helge and Pajovic, Milutin and Koike-Akino, Toshiaki and Wang, Ye and Popovski, Petar and Orlik, Philip V.},
    • title = {Deep Learning for Synchronization and Channel Estimation in NB-IoT Random Access Channel},
    • booktitle = {IEEE Global Communications Conference (GLOBECOM)},
    • year = 2019,
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GLOBECOM38437.2019.9013510},
    • issn = {2576-6813},
    • isbn = {978-1-7281-0962-6},
    • url = {https://www.merl.com/publications/TR2019-140}
    • }
  •  Tripathy, A., Wang, Y., Ishwar, P., "Privacy-Preserving Adversarial Networks", Allerton Conference on Communication, Control, and Computing, DOI: 10.1109/ALLERTON.2019.8919758, September 2019.
    BibTeX TR2019-113 PDF
    • @inproceedings{Tripathy2019sep,
    • author = {Tripathy, Ardhendu and Wang, Ye and Ishwar, Prakash},
    • title = {Privacy-Preserving Adversarial Networks},
    • booktitle = {Allerton Conference on Communication, Control, and Computing},
    • year = 2019,
    • month = sep,
    • publisher = {IEEE},
    • doi = {10.1109/ALLERTON.2019.8919758},
    • isbn = {978-1-7281-3151-1},
    • url = {https://www.merl.com/publications/TR2019-113}
    • }
  •  Koike-Akino, T., Wang, Y., Millar, D.S., Kojima, K., Parsons, K., "Neural Turbo Equalization to Mitigate Fiber Nonlinearity", European Conference on Optical Communication (ECOC), DOI: 10.1049/cp.2019.0803, September 2019.
    BibTeX TR2019-088 PDF Presentation
    • @inproceedings{Koike-Akino2019sep,
    • author = {Koike-Akino, Toshiaki and Wang, Ye and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {Neural Turbo Equalization to Mitigate Fiber Nonlinearity},
    • booktitle = {European Conference on Optical Communication (ECOC)},
    • year = 2019,
    • month = sep,
    • publisher = {IET},
    • doi = {10.1049/cp.2019.0803},
    • isbn = {978-1-83953-185-9},
    • url = {https://www.merl.com/publications/TR2019-088}
    • }
  •  Matsumine, T., Koike-Akino, T., Wang, Y., "Channel Decoding with Quantum Approximate Optimization Algorithm", IEEE International Symposium on Information Theory (ISIT), DOI: 10.1109/ISIT.2019.8849710, July 2019.
    BibTeX TR2019-071 PDF
    • @inproceedings{Matsumine2019jul,
    • author = {Matsumine, Toshiki and Koike-Akino, Toshiaki and Wang, Ye},
    • title = {Channel Decoding with Quantum Approximate Optimization Algorithm},
    • booktitle = {IEEE International Symposium on Information Theory (ISIT)},
    • year = 2019,
    • month = jul,
    • doi = {10.1109/ISIT.2019.8849710},
    • issn = {2157-8117},
    • isbn = {978-1-5386-9291-2},
    • url = {https://www.merl.com/publications/TR2019-071}
    • }
  •  Koike-Akino, T., Wang, Y., Cayci, S., Millar, D.S., Kojima, K., Parsons, K., "Hardware-Efficient Quantized Polar Decoding with Optimized Lookup Table", OptoElectronics and Communications Conference and International Conference on Photonics in Switching (OECC/PS), DOI: 10.23919/PS.2019.8817861, July 2019.
    BibTeX TR2019-070 PDF Presentation
    • @inproceedings{Koike-Akino2019jul,
    • author = {Koike-Akino, Toshiaki and Wang, Ye and Cayci, Semih and Millar, David S. and Kojima, Keisuke and Parsons, Kieran},
    • title = {Hardware-Efficient Quantized Polar Decoding with Optimized Lookup Table},
    • booktitle = {OptoElectronics and Communications Conference and International Conference on Photonics in Switching (OECC/PS)},
    • year = 2019,
    • month = jul,
    • doi = {10.23919/PS.2019.8817861},
    • isbn = {978-4-88552-321-2},
    • url = {https://www.merl.com/publications/TR2019-070}
    • }
  •  Matsumine, T., Koike-Akino, T., Wang, Y., "Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks", IEEE International Conference on Communications (ICC), DOI: 10.1109/ICC.2019.8761963, June 2019.
    BibTeX TR2019-025 PDF
    • @inproceedings{Matsumine2019jun,
    • author = {Matsumine, Toshiki and Koike-Akino, Toshiaki and Wang, Ye},
    • title = {Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks},
    • booktitle = {IEEE International Conference on Communications (ICC)},
    • year = 2019,
    • month = jun,
    • doi = {10.1109/ICC.2019.8761963},
    • issn = {1938-1883},
    • isbn = {978-1-5386-8088-9},
    • url = {https://www.merl.com/publications/TR2019-025}
    • }
  •  Ozdenizci, O., Wang, Y., Koike-Akino, T., Erdogmus, D., "Transfer Learning in Brain-Computer Interfaces with Adversarial Variational Autoencoders", International IEEE EMBS Conference on Neural Engineering, DOI: 10.1109/NER.2019.8716897, March 2019.
    BibTeX TR2018-184 PDF
    • @inproceedings{Ozdenizci2019mar,
    • author = {Ozdenizci, Ozan and Wang, Ye and Koike-Akino, Toshiaki and Erdogmus, Deniz},
    • title = {Transfer Learning in Brain-Computer Interfaces with Adversarial Variational Autoencoders},
    • booktitle = {International IEEE EMBS Conference on Neural Engineering},
    • year = 2019,
    • month = mar,
    • doi = {10.1109/NER.2019.8716897},
    • url = {https://www.merl.com/publications/TR2018-184}
    • }
  •  Wei, C.-S., Koike-Akino, T., Wang, Y., "Spatial Component-wise Convolutional Network (SCCNet) for Motor-Imagery EEG Classification", International IEEE EMBS Conference on Neural Engineering, DOI: 10.1109/NER.2019.8716937, March 2019.
    BibTeX TR2018-210 PDF
    • @inproceedings{Wei2019mar,
    • author = {Wei, Chun-Shu and Koike-Akino, Toshiaki and Wang, Ye},
    • title = {Spatial Component-wise Convolutional Network (SCCNet) for Motor-Imagery EEG Classification},
    • booktitle = {International IEEE EMBS Conference on Neural Engineering},
    • year = 2019,
    • month = mar,
    • doi = {10.1109/NER.2019.8716937},
    • url = {https://www.merl.com/publications/TR2018-210}
    • }
  •  Matsumine, T., Koike-Akino, T., Wang, Y., "Polar Coding with Chemical Reaction Networks", arXiv, March 2019.
    BibTeX arXiv
    • @article{Matsumine2019mar2,
    • author = {Matsumine, Toshiki and Koike-Akino, Toshiaki and Wang, Ye},
    • title = {Polar Coding with Chemical Reaction Networks},
    • journal = {arXiv},
    • year = 2019,
    • month = mar,
    • url = {https://arxiv.org/abs/1903.03709}
    • }