| 2019 | RANLP | From Image to Text in Sentiment Analysis via Regression and Deep Learning. | Daniela Onita, Liviu P. Dinu, Adriana Birlutiu |
| 2018 | ESANN | Active Learning based on Transfer Learning Techniques for Image Classification. | Daniela Onita, Adriana Birlutiu |
| 2017 | SYNASC | Defect Detection in Porcelain Industry Based on Deep Learning Techniques. | Adriana Birlutiu, Adrian Burlacu, Manuella Kadar, Daniela Onita |
| 2015 | IWANN | Domain Generalization Based on Transfer Component Analysis. | Thomas Grubinger, Adriana Birlutiu, Holger Schner, Thomas Natschlger, Tom Heskes |
| 2012 | IJCNN | Decision tree models for developing molecular classifiers for cancer diagnosis. | Alexandru G. Floares, Adriana Birlutiu |
| 2011 | ICANN | Learning from Multiple Annotators with Gaussian Processes. | Perry Groot, Adriana Birlutiu, Tom Heskes |
| 2010 | ECAI | Bayesian Monte Carlo for the Global Optimization of Expensive Functions. | Perry Groot, Adriana Birlutiu, Tom Heskes |
| 2009 | ESANN | Multi-task Preference learning with Gaussian Processes. | Adriana Birlutiu, Perry Groot, Tom Heskes |