| 2020 | Interspeech | Mixtures of Deep Neural Experts for Automated Speech Scoring. | Sara Papi, Edmondo Trentin, Roberto Gretter, Marco Matassoni, Daniele Falavigna |
| 2013 | IJCNN | Hidden Markov models with graph densities for action recognition. | Michael Glodek, Edmondo Trentin, Friedhelm Schwenker, Gnther Palm |
| 2010 | ECAI | Kernel-Based Hybrid Random Fields for Nonparametric Density Estimation. | Antonino Freno, Edmondo Trentin, Marco Gori |
| 2009 | ICANN | A Maximum-Likelihood Connectionist Model for Unsupervised Learning over Graphical Domains. | Edmondo Trentin, Leonardo Rigutini |
| 2009 | IJCNN | Scalable statistical learning: A modular bayesian/markov network approach. | Antonino Freno, Edmondo Trentin, Marco Gori |
| 2009 | IJCNN | Unsupervised nonparametric density estimation: A neural network approach. | Edmondo Trentin, Antonino Freno |
| 2009 | KDD | Scalable pseudo-likelihood estimation in hybrid random fields. | Antonino Freno, Edmondo Trentin, Marco Gori |
| 2008 | IJCNN | Classification of molecular structures made easy. | Edmondo Trentin, Ernesto Di Iorio |
| 2007 | ICANN | Unbiased SVM Density Estimation with Application to Graphical Pattern Recognition. | Edmondo Trentin, Ernesto Di Iorio |
| 2007 | KES | A Simple and Effective Neural Model for the Classification of Structured Patterns. | Edmondo Trentin, Ernesto Di Iorio |
| 2006 | ICANN | A Novel Connectionist-Oriented Feature Normalization Technique. | Edmondo Trentin |
| 2005 | MMSP | Feature Normalization via ANN/HMM Inversion for Speech Recognition Under Noisy Conditions. | Edmondo Trentin, Marco Gori |
| 2003 | IJCNN | Toward a modular connectionist model of local chlorophyll concentration from satellite images. | Edmondo Trentin, Letizia Magnoni, Alfio Andronico |
| 2003 | Interspeech | Evaluation on the Aurora 2 database of acoustic models that are less noise-sensitive. | Edmondo Trentin, Marco Matassoni, Marco Gori |
| 2001 | ICANN | Continuous Speech Recognition with a Robust Connectionist/Markovian Hybrid Model. | Edmondo Trentin, Marco Gori |
| 2001 | Interspeech | Toward noise-tolerant acoustic models. | Edmondo Trentin, Marco Gori |
| 2000 | IJCNN | The Regularized SNN-TA Model for Recognition of Noisy Speech. | Edmondo Trentin, Marco Matassoni |
| 1999 | IJCNN | Activation functions with learnable amplitude. | Edmondo Trentin |
| 1997 | ESANN | Speaker normalization with a mixture of recurrent networks. | Edmondo Trentin, Diego Giuliani |
| 1995 | ISCAS | Application of Generalized Radial Basis Functions In Speaker Normalization and Identification. | Cesare Furlanello, Diego Giuliani, Edmondo Trentin, Daniele Falavigna |