Publications

Conferences

1. WDK Ma, M. Ghifary, JP Lewis, B. Choi, H. Eom, "FDLS: A Deep Learning Approach to Production Quality, Controllable, and Retargetable Facial Performances", in The Digital Production Symposium (DigiPro), 2022. [preprint] [spotlight presentation]

2. M. Ghifary, A. Rachman, I. Utoyo, "BRIBRAIN: Menuju Perbankan Masa Depan dengan Kecerdasan Artifisial", Prosiding Use Cases Artificial Intelligence Indonesia, 2023. [book chapter]

3. M. Ghifary, W. Bastiaan Kleijn, M. Zhang, D. Balduzzi, "Deep Reconstruction-Classification Networks for Unsupervised Domain Adaptation", in European Conference on Computer Vision (ECCV), 2016. [preprint] [code] [spotlight presentation]

4. D. Balduzzi, M. Ghifary, "Strongly-typed Recurrent Neural Networks", in Proceedings of International Conference on Machine Learning (ICML), 2016. [preprint]

5. M. Ghifary, W. B. Kleijn, M. Zhang, "Domain Generalization for Object Recognition with Multi-task Autoencoders", in Proceedings of IEEE International Conference on Computer Vision (ICCV), 2015, Santiago, Chile. (Tier A* with acceptance rate 20-25%). [paper][preprint] [code] [video]

6. M. Ghifary, W. B. Kleijn, M. Zhang, "Domain Adaptive Neural Networks for Object Recognition", in Proceedings of Pacific Rim International Conference on Artificial Intelligence (PRICAI), 2014, Gold Coast, Australia. [paper] [preprint] 

7. M. Ghifary, W. B. Kleijn, M. Zhang, "Deep Hybrid Network with good out-of-sample recognition", in Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2014, Florence, Italy. [paper] [presentation]

8. M. Ghifary, W. B. Kleijn, M. Zhang, "Sparse representations in deep learning for noise-robust digit classification", in Proceedings of International Conference on Image and Vision Computing New Zealand (IVCNZ), 2013, Wellington, New Zealand. [paper]

9. M. Ghifary, G. Karya, "Modelling Web Services Interface for the Existing Information System in Catholic Parahyangan University", in Proc. International Conference on Cloud Computing and Social Network, 2012.

10. M. Ghifary, "Developing Technology on Jazz Improvisation Learner System in Software with Artificial Neural Network Approach for Music Industry", in Proc. Indonesia International Conference on Innovation, Entrepreneurship, and Small Business, 2011.

11. Santika W. P., M. Ghifary, Adi Indrayanto, and Iping Supriatna, "Building Overlay for Wireless Mesh Network", in Proc. International Conference on Electrical Engineering and Informatics, 2011.

Journal

1. M. Ghifary, D. Balduzzi, W. B. Kleijn, M. Zhang, "Scatter Component Analysis: A Unified Framework for Domain Adaptation and Domain Generalization", in IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017. [preprint] 

2. D. Balduzzi, M. Ghifary, "Compatible Value Gradients for Reinforcement Learning of Continuous Deep Policies", submitted to Machine Learning Journal. [preprint] [video]

Thesis

• M. Ghifary, "Domain Adaptation and Domain Generalization with Representation Learning", PhD Thesis [pdf]