A Density-based Preprocessing Technique to Scale Out Clustering. - Elena Baralis; Paolo Garza; Eliana Pastor (IEEE BigData, 2018)

Deriving Local Internal Logic for Black Box Models. - Eliana Pastor (SEBD, 2018)

Explaining black box models by means of local rules. - Eliana Pastor; Elena Baralis (SAC, 2019)

Evaluating espresso coffee quality by means of time-series feature engineering. - Daniele Apiletti; Eliana Pastor; Riccardo Callà; Elena Baralis (EDBT/ICDT Workshops, 2020)

PoliTeam @ AMI: Improving Sentence Embedding Similarity with Misogyny Lexicons for Automatic Misogyny Identification in Italian Tweets. - Giuseppe Attanasio; Eliana Pastor (EVALITA, 2020)

Bring Your Own Data to X-PLAIN. - Eliana Pastor; Elena Baralis (SIGMOD Conference, 2020)

Looking for Trouble: Analyzing Classifier Behavior via Pattern Divergence. - Eliana Pastor; Luca de Alfaro; Elena Baralis (SIGMOD Conference, 2021)

Identifying Biased Subgroups in Ranking and Classification. - Eliana Pastor; Luca de Alfaro; Elena Baralis (CoRR, 2021)

Dissecting a data-driven prognostic pipeline: A powertrain use case. - Danilo Giordano; Eliana Pastor; Flavio Giobergia; Tania Cerquitelli; Elena Baralis; Marco Mellia; Alessandra Neri; Davide Tricarico (Expert Syst. Appl., 2021)

How Divergent Is Your Data? - Eliana Pastor; Andrew Gavgavian; Elena Baralis; Luca de Alfaro (Proc. VLDB Endow., 2021)

Semantic Image Collection Summarization With Frequent Subgraph Mining. - Andrea Pasini; Flavio Giobergia; Eliana Pastor; Elena Baralis (IEEE Access, 2022)

Data-driven strategies for predictive maintenance: Lesson learned from an automotive use case. - Danilo Giordano; Flavio Giobergia; Eliana Pastor; Antonio La Macchia; Tania Cerquitelli; Elena Baralis; Marco Mellia; Davide Tricarico (Comput. Ind., 2022)

ferret: a Framework for Benchmarking Explainers on Transformers. - Giuseppe Attanasio; Eliana Pastor; Chiara Di Bonaventura; Debora Nozza (EACL (System Demonstrations), 2023)

Exploring Subgroup Performance in End-to-End Speech Models. - Alkis Koudounas; Eliana Pastor; Giuseppe Attanasio; Vittorio Mazzia; Manuel Giollo; Thomas Gueudré; Luca Cagliero; Luca de Alfaro; Elena Baralis; Daniele Amberti (ICASSP, 2023)

A Hierarchical Approach to Anomalous Subgroup Discovery. - Eliana Pastor; Elena Baralis; Luca de Alfaro (ICDE, 2023)

ITALIC: An Italian Intent Classification Dataset. - Alkis Koudounas; Moreno La Quatra; Lorenzo Vaiani; Luca Colomba; Giuseppe Attanasio; Eliana Pastor; Luca Cagliero; Elena Baralis (INTERSPEECH, 2023)

PoliToHFI at SemEval-2023 Task 6: Leveraging Entity-Aware and Hierarchical Transformers For Legal Entity Recognition and Court Judgment Prediction. - Irene Benedetto; Alkis Koudounas; Lorenzo Vaiani; Eliana Pastor; Elena Baralis; Luca Cagliero; Francesco Tarasconi (SemEval@ACL, 2023)

Beyond One-Hot-Encoding: Injecting Semantics to Drive Image Classifiers. - Alan Perotti; Simone Bertolotto; Eliana Pastor; André Panisson (xAI (2), 2023)

Concept-based Explainable Artificial Intelligence: A Survey. - Eleonora Poeta; Gabriele Ciravegna; Eliana Pastor; Tania Cerquitelli; Elena Baralis (CoRR, 2023)

FedGCR: Achieving Performance and Fairness for Federated Learning with Distinct Client Types via Group Customization and Reweighting. - Shu-Ling Cheng; Chin-Yuan Yeh; Ting-An Chen; Eliana Pastor; Ming-Syan Chen (AAAI, 2024)

A Synthetic Benchmark to Explore Limitations of Localized Drift Detections. - Flavio Giobergia; Eliana Pastor; Luca de Alfaro; Elena Baralis (DELTA, 2024)

Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic Features. - Eliana Pastor; Alkis Koudounas; Giuseppe Attanasio; Dirk Hovy; Elena Baralis (EACL (1), 2024)

KAN You See It? KANs and Sentinel for Effective and Explainable Crop Field Segmentation. - Daniele Rege Cambrin; Eleonora Poeta; Eliana Pastor; Tania Cerquitelli; Elena Baralis; Paolo Garza (ECCV Workshops (3), 2024)

Ainur: Harmonizing Speed and Quality in Deep Music Generation Through Lyrics-Audio Embeddings. - Giuseppe Concialdi; Alkis Koudounas; Eliana Pastor; Barbara Di Eugenio; Elena Baralis (ICASSP, 2024)

Prioritizing Data Acquisition for end-to-end Speech Model Improvement. - Alkis Koudounas; Eliana Pastor; Giuseppe Attanasio; Luca de Alfaro; Elena Baralis (ICASSP, 2024)

Leveraging Confidence Models for Identifying Challenging Data Subgroups in Speech Models. - Alkis Koudounas; Eliana Pastor; Vittorio Mazzia; Manuel Giollo; Thomas Gueudré; Elisa Reale; Giuseppe Attanasio; Luca Cagliero; Sandro Cumani; Luca De Alfaro; Elena Baralis; Daniele Amberti (ICASSP Workshops, 2024)

A Contrastive Learning Approach to Mitigate Bias in Speech Models. - Alkis Koudounas; Flavio Giobergia; Eliana Pastor; Elena Baralis (INTERSPEECH, 2024)

Assessing Speech Model Performance: A Subgroup Perspective. - Alkis Koudounas; Eliana Pastor; Elena Baralis (SEBD, 2024)

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 (SemEval@NAACL, 2024)

A Benchmarking Study of Kolmogorov-Arnold Networks on Tabular Data. - Eleonora Poeta; Flavio Giobergia; Eliana Pastor; Tania Cerquitelli; Elena Baralis (CoRR, 2024)

Towards Comprehensive Subgroup Performance Analysis in Speech Models. - Alkis Koudounas; Eliana Pastor; Giuseppe Attanasio; Vittorio Mazzia; Manuel Giollo; Thomas Gueudré; Elisa Reale; Luca Cagliero; Sandro Cumani; Luca de Alfaro; Elena Baralis; Daniele Amberti (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Intersectional fair ranking via subgroup divergence. - Eliana Pastor; Francesco Bonchi (Data Min. Knowl. Discov., 2024)

Detecting and Mitigating Challenges in Zero-Shot Video Summarization with Video LLMs. - Luca Cagliero; Lorenzo Vaiani; Eliana Pastor; Alkis Koudounas; Elena Baralis; Vittorio Mazzia; Sandro Pollastrini; Thomas Gueudré; Manuel Giollo; Daniele Amberti; Yue Wu (ACL (Findings), 2025)

Detecting Interpretable Subgroup Drifts. - Flavio Giobergia; Eliana Pastor; Luca de Alfaro; Elena Baralis (KDD (1), 2025)

"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language Understanding. - Alkis Koudounas; Moreno La Quatra; Eliana Pastor; Sabato Marco Siniscalchi; Elena Baralis (CoRR, 2025)

HydroChronos: Forecasting Decades of Surface Water Change. - Daniele Rege Cambrin; Eleonora Poeta; Eliana Pastor; Isaac Corley; Tania Cerquitelli; Elena Baralis; Paolo Garza (CoRR, 2025)