Zappella, Giovanni

19 publications

ICML 2025 Hyperband-Based Bayesian Optimization for Black-Box Prompt Selection Lennart Schneider, Martin Wistuba, Aaron Klein, Jacek Golebiowski, Giovanni Zappella, Felice Antonio Merra
NeurIPSW 2023 A Negative Result on Gradient Matching for Selective Backprop Lukas Balles, Cedric Archambeau, Giovanni Zappella
NeurIPSW 2023 Continual Learning with Low Rank Adaptation Martin Wistuba, Prabhu Teja S, Lukas Balles, Giovanni Zappella
ICLR 2023 PASHA: Efficient HPO and NAS with Progressive Resource Allocation Ondrej Bohdal, Lukas Balles, Martin Wistuba, Beyza Ermis, Cedric Archambeau, Giovanni Zappella
CVPRW 2022 Continual Learning with Transformers for Image Classification Beyza Ermis, Giovanni Zappella, Martin Wistuba, Aditya Rawal, Cédric Archambeau
NeurIPS 2022 Memory Efficient Continual Learning with Transformers Beyza Ermis, Giovanni Zappella, Martin Wistuba, Aditya Rawal, Cedric Archambeau
ICMLW 2021 A Resource-Efficient Method for Repeated HPO and NAS Problems Giovanni Zappella, David Salinas, Cedric Archambeau
NeurIPSW 2021 Gradient-Matching Coresets for Continual Learning Lukas Balles, Giovanni Zappella, Cedric Archambeau
UAI 2021 Towards Robust Episodic Meta-Learning Beyza Ermis, Giovanni Zappella, Cédric Archambeau
ICML 2020 Linear Bandits with Stochastic Delayed Feedback Claire Vernade, Alexandra Carpentier, Tor Lattimore, Giovanni Zappella, Beyza Ermis, Michael Brückner
ICML 2017 On Context-Dependent Clustering of Bandits Claudio Gentile, Shuai Li, Purushottam Kar, Alexandros Karatzoglou, Giovanni Zappella, Evans Etrue
ICML 2014 Online Clustering of Bandits Claudio Gentile, Shuai Li, Giovanni Zappella
NeurIPS 2013 A Gang of Bandits Nicolò Cesa-Bianchi, Claudio Gentile, Giovanni Zappella
JMLR 2013 Random Spanning Trees and the Prediction of Weighted Graphs Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale, Giovanni Zappella
COLT 2012 A Correlation Clustering Approach to Link Classification in Signed Networks Nicoló Cesa-Bianchi, Claudio Gentile, Fabio Vitale, Giovanni Zappella
NeurIPS 2012 A Linear Time Active Learning Algorithm for Link Classification Nicolò Cesa-bianchi, Claudio Gentile, Fabio Vitale, Giovanni Zappella
NeurIPS 2011 See the Tree Through the Lines: The Shazoo Algorithm Fabio Vitale, Nicolò Cesa-bianchi, Claudio Gentile, Giovanni Zappella
COLT 2010 Active Learning on Trees and Graphs Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale, Giovanni Zappella
ICML 2010 Random Spanning Trees and the Prediction of Weighted Graphs Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale, Giovanni Zappella