| 2010 | MICCAI | Sparse Spatio-temporal Inference of Electromagnetic Brain Sources. | Carsten Stahlhut, Hagai Attias, David P. Wipf, Lars Kai Hansen, Srikantan S. Nagarajan |
| 2007 | ICASSP | Probabilistic Graphical Model for Auto-Annotation, Content-Based Retrieval, and Classification of TV Clips Containing Audio, Video, and Text. | Duangmanee Putthividhya, Hagai Attias, Srikantan S. Nagarajan, Te-Won Lee |
| 2006 | ICASSP | Frequency Domain Blind Source Separation Exploiting Higher-Order Dependencies. | Taesu Kim, Hagai Attias, Soo-Young Lee, Te-Won Lee |
| 2005 | ICASSP | Robust time delay estimation in noisy reverberant environments with a probabilistic graphical model. | Taesu Kim, Hagai Attias, Soo-Young Lee, Te-Won Lee |
| 2004 | ECCV | Stereo Based 3D Tracking and Scene Learning, Employing Particle Filtering within EM. | Trausti T. Kristjansson, Hagai Attias, John R. Hershey |
| 2004 | ICASSP | A structured speech model with continuous hidden dynamics and prediction-residual training for tracking vocal tract resonances. | Li Deng, Leo J. Lee, Hagai Attias, Alex Acero |
| 2004 | ICASSP | Audio-visual graphical models for speech processing. | John R. Hershey, Hagai Attias, Nebojsa Jojic, Trausti T. Kristjansson |
| 2004 | ICASSP | Single microphone source separation using high resolution signal reconstruction. | Trausti T. Kristjansson, Hagai Attias, John R. Hershey |
| 2004 | ICASSP | A multimodal variational approach to learning and inference in switching state space models [speech processing application]. | Leo J. Lee, Hagai Attias, Li Deng, Paul W. Fieguth |
| 2003 | AISTATS | Planning by Probabilistic Inference. | Hagai Attias |
| 2003 | ICASSP | New EM algorithms for source separation and deconvolution with a microphone array. | Hagai Attias |
| 2003 | ICASSP | Variational inference and learning for segmental switching state space models of hidden speech dynamics. | Leo J. Lee, Hagai Attias, Li Deng |
| 2002 | ECCV | Audio-Video Sensor Fusion with Probabilistic Graphical Models. | Matthew J. Beal, Hagai Attias, Nebojsa Jojic |
| 2002 | ICASSP | A self-calibrating algorithm for speaker tracking based on audio-visual statistical models. | Matthew J. Beal, Nebojsa Jojic, Hagai Attias |
| 2002 | Interspeech | A new approach to speech enhancement by a microphone array using EM and mixture models. | Hagai Attias, Li Deng |
| 2001 | AISTATS | Learning in high dimensions: modular mixture models. | Hagai Attias |
| 2001 | Interspeech | A new method for speech denoising and robust speech recognition using probabilistic models for clean speech and for noise. | Hagai Attias, Li Deng, Alex Acero, John C. Platt |
| 1999 | AISTATS | Hierarchical IFA Belief Networks. | Hagai Attias |
| 1999 | UAI | Inferring Parameters and Structure of Latent Variable Models by Variational Bayes. | Hagai Attias |