| 2023 | CVPR | Understanding Deep Generative Models with Generalized Empirical Likelihoods. | Suman V. Ravuri, Mlanie Rey, Shakir Mohamed, Marc Peter Deisenroth |
| 2018 | ICML | Learning Implicit Generative Models with the Method of Learned Moments. | Suman V. Ravuri, Shakir Mohamed, Mihaela Rosca, Oriol Vinyals |
| 2016 | ICASSP | A comparative study of recurrent neural network models for lexical domain classification. | Suman V. Ravuri, Andreas Stolcke |
| 2016 | ICASSP | How neural network features and depth modify statistical properties of HMM acoustic models. | Suman V. Ravuri, Steven Wegmann |
| 2016 | Interspeech | How Neural Network Depth Compensates for HMM Conditional Independence Assumptions in DNN-HMM Acoustic Models. | Suman V. Ravuri, Steven Wegmann |
| 2015 | ASRU | Hybrid DNN-Latent structured SVM acoustic models for continuous speech recognition. | Suman V. Ravuri |
| 2015 | ASRU | A comparative study of neural network models for lexical intent classification. | Suman V. Ravuri, Andreas Stolcke |
| 2015 | Interspeech | Recurrent neural network and LSTM models for lexical utterance classification. | Suman V. Ravuri, Andreas Stolcke |
| 2014 | Interspeech | Hybrid MLP/structured-SVM tandem systems for large vocabulary and robust ASR. | Suman V. Ravuri |
| 2014 | Interspeech | Neural network models for lexical addressee detection. | Suman V. Ravuri, Andreas Stolcke |
| 2013 | Interspeech | Addressee detection for dialog systems using temporal and spectral dimensions of speaking style. | Elizabeth Shriberg, Andreas Stolcke, Suman V. Ravuri |
| 2012 | ICASSP | Easy does it: Robust spectro-temporal many-stream ASR without fine tuning streams. | Suman V. Ravuri, Nelson Morgan |
| 2012 | ICASSP | Revisiting Recurrent Neural Networks for robust ASR. | Oriol Vinyals, Suman V. Ravuri, Daniel Povey |
| 2011 | ICASSP | The IBM 2009 GALE Arabic speech transcription system. | Brian Kingsbury, Hagen Soltau, George Saon, Stephen M. Chu, Hong-Kwang Kuo, Lidia Mangu, Suman V. Ravuri, Nelson Morgan, Adam Janin |
| 2011 | ICASSP | Comparing multilayer perceptron to Deep Belief Network Tandem features for robust ASR. | Oriol Vinyals, Suman V. Ravuri |
| 2011 | Interspeech | Comparing Different Flavors of Spectro-Temporal Features for ASR. | Bernd T. Meyer, Suman V. Ravuri, Marc Ren Schdler, Nelson Morgan |
| 2010 | ICASSP | Cover song detection: From high scores to general classification. | Suman V. Ravuri, Daniel P. W. Ellis |
| 2010 | Interspeech | Using spectro-temporal features to improve AFE feature extraction for ASR. | Suman V. Ravuri, Nelson Morgan |
| 2010 | Interspeech | A comparative large scale study of MLP features for Mandarin ASR. | Fabio Valente, Mathew Magimai-Doss, Christian Plahl, Suman V. Ravuri, Wen Wang |
| 2009 | Interspeech | Hierarchical processing of the modulation spectrum for GALE Mandarin LVCSR system. | Fabio Valente, Mathew Magimai-Doss, Christian Plahl, Suman V. Ravuri |
| 2009 | Interspeech | Multi-stream to many-stream: using spectro-temporal features for ASR. | Sherry Y. Zhao, Suman V. Ravuri, Nelson Morgan |
| 2008 | ICASSP | Stylization of pitch with syllable-based linear segments. | Suman V. Ravuri, Daniel P. W. Ellis |