Paper-Conference

A Contrastive Learning Approach to Mitigate Bias in Speech Models

Alkis Koudounas, Flavio Giobergia, Eliana Pastor, Elena Baralis

Ainur: Harmonizing Speed And Quality In Deep Music Generation through Lyrics-audio Embeddings

Alkis Koudounas, Eliana Pastor, Barbara Di Eugenio, Elena Baralis Giuseppe Concialdi

Explaining speech classification models via word-level audio segments and paralinguistic features

Eliana Pastor, Alkis Koudounas, Giuseppe Attanasio, Dirk Hovy, Elena Baralis

FedGCR: Achieving Performance and Fairness for Federated Learning with Distinct Client Types via Group Customization and Reweighting

Chin-Yuan Yeh, Ting-an Chen, Eliana Pastor, Ming-Syan Chen Shu-Ling Cheng

Leveraging confidence models for identifying challenging data subgroups in speech models

Alkis Koudounas, Eliana Pastor, Vittorio Mazzia, Manuel Giollo, Thomas Gueudre, Elisa Reale, Giuseppe Attanasio, Luca Cagliero, Sandro Cumani, Luca De Alfaro, Others

MAINDZ at SemEval-2024 Task 5: CLUEDO-Choosing Legal oUtcome by Explaining Decision through Oversight

Irene Benedetto, Alkis Koudounas, Lorenzo Vaiani, Eliana Pastor, Luca Cagliero, Francesco Tarasconi

Prioritizing Data Acquisition For End-to-End Speech Model Improvement

Alkis Koudounas, Eliana Pastor, Giuseppe Attanasio, Luca De Alfaro, Elena Baralis, Others

A Hierarchical Approach to Anomalous Subgroup Discovery

Eliana Pastor, Elena Baralis, Luca De Alfaro

Beyond One-Hot-Encoding: Injecting Semantics to Drive Image Classifiers

Alan Perotti, Simone Bertolotto, Eliana Pastor, André Panisson

Exploring subgroup performance in end-to-end speech models

Alkis Koudounas, Eliana Pastor, Giuseppe Attanasio, Vittorio Mazzia, Manuel Giollo, Thomas Gueudre, Luca Cagliero, Luca De Alfaro, Elena Baralis, Daniele Amberti