Giandomenico Cornacchia

26 papers A 1Journal 14Unranked 10

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Adversarial Prompt Evaluation: Systematic Benchmarking of Guardrails Against Prompt Input Attacks on LLMs. CoRR Giulio Zizzo, Giandomenico Cornacchia, Kieran Fraser, Muhammad Zaid Hameed, Ambrish Rawat, Beat Buesser, Mark Purcell, Pin-Yu Chen, Prasanna Sattigeri, Kush R. Varshney
2025	J	`jnl`	Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation. CoRR Cécile Rousseau, Tobia Boschi, Giandomenico Cornacchia, Dhaval Salwala, Alessandra Pascale, Juan Bernabé-Moreno
2025	J	`jnl`	Formalizing Multimedia Recommendation through Multimodal Deep Learning. Trans. Recomm. Syst. Daniele Malitesta, Giandomenico Cornacchia, Claudio Pomo, Felice Antonio Merra, Tommaso Di Noia, Eugenio Di Sciascio
2025	—	`conf`	Granite Guardian: Comprehensive LLM Safeguarding. NAACL (Industry Track) Inkit Padhi, Manish Nagireddy, Giandomenico Cornacchia, Subhajit Chaudhury, Tejaswini Pedapati, Pierre L. Dognin, Keerthiram Murugesan, Erik Miehling, Martín Santillán Cooper, Kieran Fraser, Giulio Zizzo, Muhammad Zaid Hameed, Mark Purcell, Michael Desmond, Qian Pan, Inge Vejsbjerg, Elizabeth M. Daly, Michael Hind, Werner Geyer, Ambrish Rawat, Kush R. Varshney, Prasanna Sattigeri
2025	—	`conf`	Is Underrepresentation overemphasized? A study of data bias and algorithmic fairness. Ital-IA Marina Ceccon, Giandomenico Cornacchia, Davide Dalle Pezze, Alessandro Fabris, Gian Antonio Susto
2025	J	`jnl`	MAD-MAX: Modular And Diverse Malicious Attack MiXtures for Automated LLM Red Teaming. CoRR Stefan Schoepf, Muhammad Zaid Hameed, Ambrish Rawat, Kieran Fraser, Giulio Zizzo, Giandomenico Cornacchia, Mark Purcell
2025	J	`jnl`	Underrepresentation, Label Bias, and Proxies: Towards Data Bias Profiles for the EU AI Act and Beyond. CoRR Marina Ceccon, Giandomenico Cornacchia, Davide Dalle Pezze, Alessandro Fabris, Gian Antonio Susto
2025	J	`jnl`	Underrepresentation, label bias, and proxies: Towards Data Bias Profiles for the EU AI act and beyond. Expert Syst. Appl. Marina Ceccon, Giandomenico Cornacchia, Davide Dalle Pezze, Alessandro Fabris, Gian Antonio Susto
2024	J	`jnl`	Attack Atlas: A Practitioner's Perspective on Challenges and Pitfalls in Red Teaming GenAI. CoRR Ambrish Rawat, Stefan Schoepf, Giulio Zizzo, Giandomenico Cornacchia, Muhammad Zaid Hameed, Kieran Fraser, Erik Miehling, Beat Buesser, Elizabeth M. Daly, Mark Purcell, Prasanna Sattigeri, Pin-Yu Chen, Kush R. Varshney
2024	—	`—`	Fostering responsible artificial intelligence: an evaluation approach grounded in counterfactual reasoning. Giandomenico Cornacchia
2024	J	`jnl`	Granite Guardian. CoRR Inkit Padhi, Manish Nagireddy, Giandomenico Cornacchia, Subhajit Chaudhury, Tejaswini Pedapati, Pierre L. Dognin, Keerthiram Murugesan, Erik Miehling, Martin Santillan Cooper, Kieran Fraser, Giulio Zizzo, Muhammad Zaid Hameed, Mark Purcell, Michael Desmond, Qian Pan, Zahra Ashktorab, Inge Vejsbjerg, Elizabeth M. Daly, Michael Hind, Werner Geyer, Ambrish Rawat, Kush R. Varshney, Prasanna Sattigeri
2024	—	`conf`	MoJE: Mixture of Jailbreak Experts, Naive Tabular Classifiers as Guard for Prompt Attacks. AIES (1) Giandomenico Cornacchia, Giulio Zizzo, Kieran Fraser, Muhammad Zaid Hameed, Ambrish Rawat, Mark Purcell
2024	J	`jnl`	MoJE: Mixture of Jailbreak Experts, Naive Tabular Classifiers as Guard for Prompt Attacks. CoRR Giandomenico Cornacchia, Giulio Zizzo, Kieran Fraser, Muhammad Zaid Hameed, Ambrish Rawat, Mark Purcell
2023	J	`jnl`	Auditing fairness under unawareness through counterfactual reasoning. Inf. Process. Manag. Giandomenico Cornacchia, Vito Walter Anelli, Giovanni Maria Biancofiore, Fedelucio Narducci, Claudio Pomo, Azzurra Ragone, Eugenio Di Sciascio
2023	J	`jnl`	Counterfactual Fair Opportunity: Measuring Decision Model Fairness with Counterfactual Reasoning. CoRR Giandomenico Cornacchia, Vito Walter Anelli, Fedelucio Narducci, Azzurra Ragone, Eugenio Di Sciascio
2023	A	`conf`	Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness Under Unawareness Setting. ECAI Giandomenico Cornacchia, Vito Walter Anelli, Fedelucio Narducci, Azzurra Ragone, Eugenio Di Sciascio
2023	J	`jnl`	Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness under Unawareness setting. CoRR Giandomenico Cornacchia, Vito Walter Anelli, Fedelucio Narducci, Azzurra Ragone, Eugenio Di Sciascio
2023	—	`conf`	Counterfactual Reasoning for Decision Model Fairness Assessment. WWW (Companion Volume) Giandomenico Cornacchia, Vito Walter Anelli, Fedelucio Narducci, Azzurra Ragone, Eugenio Di Sciascio
2023	—	`conf`	Counterfactual Reasoning for Responsible AI Assessment. Ital-IA Giandomenico Cornacchia, Vito Walter Anelli, Fedelucio Narducci, Azzurra Ragone, Eugenio Di Sciascio
2023	—	`conf`	Disentangling the Performance Puzzle of Multimodal-aware Recommender Systems. EvalRS@KDD Daniele Malitesta, Giandomenico Cornacchia, Claudio Pomo, Tommaso Di Noia
2023	J	`jnl`	Formalizing Multimedia Recommendation through Multimodal Deep Learning. CoRR Daniele Malitesta, Giandomenico Cornacchia, Claudio Pomo, Felice Antonio Merra, Tommaso Di Noia, Eugenio Di Sciascio
2023	—	`conf`	On Popularity Bias of Multimodal-aware Recommender Systems: A Modalities-driven Analysis. MMIR@MM Daniele Malitesta, Giandomenico Cornacchia, Claudio Pomo, Tommaso Di Noia
2023	J	`jnl`	On Popularity Bias of Multimodal-aware Recommender Systems: a Modalities-driven Analysis. CoRR Daniele Malitesta, Giandomenico Cornacchia, Claudio Pomo, Tommaso Di Noia
2021	—	`conf`	A General Model for Fair and Explainable Recommendation in the Loan Domain (Short paper). KaRS/ComplexRec@RecSys Giandomenico Cornacchia, Fedelucio Narducci, Azzurra Ragone
2021	—	`conf`	Explanation in Multi-Stakeholder Recommendation for Enterprise Decision Support Systems. CAiSE Workshops Giandomenico Cornacchia, Francesco M. Donini, Fedelucio Narducci, Claudio Pomo, Azzurra Ragone
2021	—	`conf`	Improving the User Experience and the Trustworthiness of Financial Services. INTERACT (5) Giandomenico Cornacchia, Fedelucio Narducci, Azzurra Ragone