Rigotti, Mattia

23 publications

NeurIPS 2025 Eliciting Reasoning in Language Models with Cognitive Tools Brown Ebouky, Andrea Bartezzaghi, Mattia Rigotti

TMLR 2025 Show or Tell? Effectively Prompting Vision-Language Models for Semantic Segmentation Niccolò Avogaro, Thomas Frick, Mattia Rigotti, Andrea Bartezzaghi, Filip Janicki, A. Cristiano I. Malossi, Konrad Schindler, Roy Assaf

TMLR 2024 Adaptive Conformal Regression with Split-Jackknife+ Scores Nicolas Deutschmann, Mattia Rigotti, Maria Rodriguez Martinez

NeurIPS 2024 Distributional Preference Alignment of LLMs via Optimal Transport Igor Melnyk, Youssef Mroueh, Brian Belgodere, Mattia Rigotti, Apoorva Nitsure, Mikhail Yurochkin, Kristjan Greenewald, Jiri Navratil, Jarret Ross

ICMLW 2024 Distributional Preference Alignment of LLMs via Optimal Transport Igor Melnyk, Youssef Mroueh, Brian Belgodere, Mattia Rigotti, Apoorva Nitsure, Mikhail Yurochkin, Kristjan Greenewald, Jiri Navratil, Jarret Ross

TMLR 2024 MC Layer Normalization for Calibrated Uncertainty in Deep Learning Thomas Frick, Diego Antognini, Ioana Giurgiu, Benjamin F Grewe, Cristiano Malossi, Rong J.B. Zhu, Mattia Rigotti

NeurIPS 2024 Multivariate Stochastic Dominance via Optimal Transport and Applications to Models Benchmarking Gabriel Rioux, Apoorva Nitsure, Mattia Rigotti, Kristjan Greenewald, Youssef Mroueh

ICLR 2024 On the Generalization Capacity of Neural Networks During Generic Multimodal Reasoning Takuya Ito, Soham Dan, Mattia Rigotti, James Kozloski, Murray Campbell

IJCAI 2024 Probabilistic Feature Matching for Fast Scalable Visual Prompting Thomas Frick, Cezary Skura, Filip Janicki, Roy Assaf, Niccolò Avogaro, Daniel Caraballo, Yagmur Gizem Cinar, Brown Ebouky, Ioana Giurgiu, Takayuki Katsuki, Piotr Kluska, Cristiano Malossi, Haoxiang Qiu, Tomoya Sakai, Florian Scheidegger, Andrej Simeski, Daniel Yang, Andrea Bartezzaghi, Mattia Rigotti

ICML 2024 Risk Aware Benchmarking of Large Language Models Apoorva Nitsure, Youssef Mroueh, Mattia Rigotti, Kristjan Greenewald, Brian Belgodere, Mikhail Yurochkin, Jiri Navratil, Igor Melnyk, Jarret Ross

ICLR 2024 Unraveling the Key Components of OOD Generalization via Diversification Harold Luc Benoit, Liangze Jiang, Andrei Atanov, Oguzhan Fatih Kar, Mattia Rigotti, Amir Zamir

NeurIPSW 2023 Risk Assessment and Statistical Significance in the Age of Foundation Models Apoorva Nitsure, Youssef Mroueh, Mattia Rigotti, Kristjan Greenewald, Brian Belgodere, Mikhail Yurochkin, Jiri Navratil, Igor Melnyk, Jarret Ross

ECCVW 2022 Active Learning for Imbalanced Civil Infrastructure Data Thomas Frick, Diego Antognini, Mattia Rigotti, Ioana Giurgiu, Benjamin F. Grewe, Cristiano Malossi

ICLR 2022 Attention-Based Interpretability with Concept Transformers Mattia Rigotti, Christoph Miksovic, Ioana Giurgiu, Thomas Gschwind, Paolo Scotton

ECML-PKDD 2022 Cloud-Based Real-Time Molecular Screening Platform with MolFormer Brian Belgodere, Vijil Chenthamarakshan, Payel Das, Pierre L. Dognin, Toby Kurien, Igor Melnyk, Youssef Mroueh, Inkit Padhi, Mattia Rigotti, Jarret Ross, Yair Schiff, Richard A. Young

NeurIPS 2022 Compositional Generalization Through Abstract Representations in Human and Artificial Neural Networks Takuya Ito, Tim Klinger, Doug Schultz, John Murray, Michael Cole, Mattia Rigotti

JAIR 2022 Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 Challenge Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Inkit Padhi, Mattia Rigotti, Jarret Ross, Yair Schiff, Richard A. Young, Brian Belgodere

ECCVW 2022 Model-Assisted Labeling via Explainability for Visual Inspection of Civil Infrastructures Klára Janousková, Mattia Rigotti, Ioana Giurgiu, Cristiano Malossi

NeurIPS 2021 Deep Bandits Show-Off: Simple and Efficient Exploration with Deep Networks Rong Zhu, Mattia Rigotti

AAAI 2021 Self-Correcting Q-Learning Rong Zhu, Mattia Rigotti

NeurIPS 2020 Unbalanced Sobolev Descent Youssef Mroueh, Mattia Rigotti

ICML 2019 Beyond Backprop: Online Alternating Minimization with Auxiliary Variables Anna Choromanska, Benjamin Cowen, Sadhana Kumaravel, Ronny Luss, Mattia Rigotti, Irina Rish, Paolo Diachille, Viatcheslav Gurev, Brian Kingsbury, Ravi Tejwani, Djallel Bouneffouf

NeurIPS 2019 Sobolev Independence Criterion Youssef Mroueh, Tom Sercu, Mattia Rigotti, Inkit Padhi, Cicero Nogueira dos Santos