| 2026 | ICST | Embedding-based Diversity Mapping for Test Generator Selection and Input Prioritization in Grammar-based Testing. | Shifat Sahariar Bhuiyan, Nargiz Humbatova, Paolo Tonella |
| 2026 | ICST | TopoMap: Automated Topographical Mapping of the Deep Learning Input Space. | Gianmarco De Vita, Nargiz Humbatova, Paolo Tonella |
| 2025 | ICSE | $\mu \text{PRL}$: A Mutation Testing Pipeline for Deep Reinforcement Learning Based on Real Faults. | Deepak-George Thomas, Matteo Biagiola, Nargiz Humbatova, Mohammad Wardat, Gunel Jahangirova, Hridesh Rajan, Paolo Tonella |
| 2024 | ICST | Spectral Analysis of the Relation between Deep Learning Faults and Neural Activation Values. | Nargiz Humbatova, Gunel Jahangirova, Paolo Tonella |
| 2023 | ICSE | DeepCrime: from Real Faults to Mutation Testing Tool for Deep Learning. | Nargiz Humbatova, Gunel Jahangirova, Paolo Tonella |
| 2023 | ICST | Repairing DNN Architecture: Are We There Yet? | Jinhan Kim, Nargiz Humbatova, Gunel Jahangirova, Paolo Tonella, Shin Yoo |
| 2021 | ISSTA | DeepCrime: mutation testing of deep learning systems based on real faults. | Nargiz Humbatova, Gunel Jahangirova, Paolo Tonella |
| 2020 | ICSE | Taxonomy of real faults in deep learning systems. | Nargiz Humbatova, Gunel Jahangirova, Gabriele Bavota, Vincenzo Riccio, Andrea Stocco, Paolo Tonella |