Giovanni Cherubin

3 papers · 2021–2024 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird 👥 Mega-Team · Squad

Venues

AAAI (1) ICML (1) NeurIPS (1)

Top co-authors

Mario Fritz (1) Lea Schönherr (1) Fineas Silaghi (1) Sahar Abdelnabi (1) Florian Tramer (1) Edoardo Debenedetti (1) Adrian Weller (1) Martin Jaggi (1) Chenhao Li (1) Yuval Lemberg (1)

Research topics

Machine Learning (2) Optimization & Theory (2) Artificial Intelligence (1) Computer Vision (1) Deep Learning (1) Analysis (1) Core AI (1) Core Methods (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1)

Keywords

conformal prediction (2) uncertainty quantification (1) incremental learning (1) computational complexity (1) decremental learning (1) statistical power (1) adversarial attack (1) k-nearest neighbor (1) prediction interval (1) influence function (1) security evaluation (1) prompt injection (1) coverage guarantee (1) defense mechanism (1) security vulnerability (1) large language model (1) model defense (1)

Papers

Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition NeurIPS 2024 Approximating Full Conformal Prediction at Scale via Influence Functions AAAI 2023 Exact Optimization of Conformal Predictors via Incremental and Decremental Learning ICML 2021