SRISHTI GUPTA

PhD Student

PhD program:: XXXVIII
email: srishti.gupta@uniroma1.it
phone: +393881118000
building: Via Marengo, 2, 09123 Cagliari, Italy
room: PRA Lab




supervisor: Battista Biggio
co-supervisor: Fabio Roli

The topic of PhD research lies at the intersection of machine learning, computer vision and computer security broadly in the area of adversarial machine learning. The focus of work is: (i) to understand the impact of spurious correlations in the training data when building machine-learning models, and (ii) to identify spurious features and correlations after training, using explainability methods to finally improve the quality of data fed into the model. This line of research will help identify the quality data and give better understanding of the what-goes-behind the “black-box” nature of the learning process of most state-of-the-art computer vision applications and therefore making them secure and robust against plausible attacks.

Research products

11573/1690350 - 2023 - AI Security and Safety: The PRALab Research Experience
Demontis, Ambra; Pintor, Maura; Demetrio, Luca; Sotgiu, Angelo; Angioni, Daniele; Piras, Giorgio; Gupta, Srishti; Biggio, Battista; Roli, Fabio - 04b Atto di convegno in volume
conference: Ital-IA 2023: 3rd National Conference on Artificial Intelligence (Pisa, Italy)
book: Proceedings of the Italia Intelligenza Artificiale - Thematic Workshops co-located with the 3rd CINI National Lab AIIS Conference on Artificial Intelligence (Ital IA 2023) - ()



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