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@article{DBLP:journals/corr/abs-2406-03216, author = {Martin Wistuba and Prabhu Teja Sivaprasad and Lukas Balles and Giovanni Zappella}, title = {Choice of {PEFT} Technique in Continual Learning: Prompt Tuning is Not All You Need}, journal = {CoRR}, volume = {abs/2406.03216}, year = {2024} }
@article{DBLP:journals/corr/abs-2407-21424, author = {Simon Valentin and Jinmiao Fu and Gianluca Detommaso and Shaoyuan Xu and Giovanni Zappella and Bryan Wang}, title = {Cost-Effective Hallucination Detection for LLMs}, journal = {CoRR}, volume = {abs/2407.21424}, year = {2024} }
@inproceedings{DBLP:conf/iclr/BohdalBWEAZ23, author = {Ondrej Bohdal and Lukas Balles and Martin Wistuba and Beyza Ermis and C{\'{e}}dric Archambeau and Giovanni Zappella}, title = {{PASHA:} Efficient {HPO} and {NAS} with Progressive Resource Allocation}, booktitle = {{ICLR}}, publisher = {OpenReview.net}, year = {2023} }
@article{DBLP:journals/corr/abs-2304-12067, author = {Martin Wistuba and Martin Ferianc and Lukas Balles and C{\'{e}}dric Archambeau and Giovanni Zappella}, title = {Renate: {A} Library for Real-World Continual Learning}, journal = {CoRR}, volume = {abs/2304.12067}, year = {2023} }
@article{DBLP:journals/corr/abs-2311-17601, author = {Martin Wistuba and Prabhu Teja Sivaprasad and Lukas Balles and Giovanni Zappella}, title = {Continual Learning with Low Rank Adaptation}, journal = {CoRR}, volume = {abs/2311.17601}, year = {2023} }
@article{DBLP:journals/corr/abs-2312-05021, author = {Lukas Balles and C{\'{e}}dric Archambeau and Giovanni Zappella}, title = {A Negative Result on Gradient Matching for Selective Backprop}, journal = {CoRR}, volume = {abs/2312.05021}, year = {2023} }
@inproceedings{DBLP:conf/cvpr/ErmisZWRA22, author = {Beyza Ermis and Giovanni Zappella and Martin Wistuba and Aditya Rawal and C{\'{e}}dric Archambeau}, title = {Continual Learning with Transformers for Image Classification}, booktitle = {{CVPR} Workshops}, pages = {3773--3780}, publisher = {{IEEE}}, year = {2022} }
@inproceedings{DBLP:conf/nips/ErmisZWRA22, author = {Beyza Ermis and Giovanni Zappella and Martin Wistuba and Aditya Rawal and C{\'{e}}dric Archambeau}, title = {Memory Efficient Continual Learning with Transformers}, booktitle = {NeurIPS}, year = {2022} }
@article{DBLP:journals/corr/abs-2203-04640, author = {Beyza Ermis and Giovanni Zappella and Martin Wistuba and C{\'{e}}dric Archambeau}, title = {Memory Efficient Continual Learning for Neural Text Classification}, journal = {CoRR}, volume = {abs/2203.04640}, year = {2022} }
@article{DBLP:journals/corr/abs-2203-14544, author = {Lukas Balles and Giovanni Zappella and C{\'{e}}dric Archambeau}, title = {Gradient-Matching Coresets for Rehearsal-Based Continual Learning}, journal = {CoRR}, volume = {abs/2203.14544}, year = {2022} }
@article{DBLP:journals/corr/abs-2206-14085, author = {Beyza Ermis and Giovanni Zappella and Martin Wistuba and Aditya Rawal and C{\'{e}}dric Archambeau}, title = {Continual Learning with Transformers for Image Classification}, journal = {CoRR}, volume = {abs/2206.14085}, year = {2022} }
@article{DBLP:journals/corr/abs-2207-06940, author = {Ondrej Bohdal and Lukas Balles and Beyza Ermis and C{\'{e}}dric Archambeau and Giovanni Zappella}, title = {{PASHA:} Efficient {HPO} with Progressive Resource Allocation}, journal = {CoRR}, volume = {abs/2207.06940}, year = {2022} }
@inproceedings{DBLP:conf/uai/ErmisZA21, author = {Beyza Ermis and Giovanni Zappella and C{\'{e}}dric Archambeau}, title = {Towards robust episodic meta-learning}, booktitle = {{UAI}}, series = {Proceedings of Machine Learning Research}, volume = {161}, pages = {1342--1351}, publisher = {{AUAI} Press}, year = {2021} }
@article{DBLP:journals/corr/abs-2103-16111, author = {Giovanni Zappella and David Salinas and C{\'{e}}dric Archambeau}, title = {A resource-efficient method for repeated {HPO} and {NAS} problems}, journal = {CoRR}, volume = {abs/2103.16111}, year = {2021} }
@article{DBLP:journals/corr/abs-2112-05025, author = {Lukas Balles and Giovanni Zappella and C{\'{e}}dric Archambeau}, title = {Gradient-matching coresets for continual learning}, journal = {CoRR}, volume = {abs/2112.05025}, year = {2021} }
@inproceedings{DBLP:conf/cikm/ErmisESZ20, author = {Beyza Ermis and Patrick Ernst and Yannik Stein and Giovanni Zappella}, title = {Learning to Rank in the Position Based Model with Bandit Feedback}, booktitle = {{CIKM}}, pages = {2405--2412}, publisher = {{ACM}}, year = {2020} }
@inproceedings{DBLP:conf/cikm/MoerchenEZ20, author = {Fabian Moerchen and Patrick Ernst and Giovanni Zappella}, title = {Personalizing Natural Language Understanding using Multi-armed Bandits and Implicit Feedback}, booktitle = {{CIKM}}, pages = {2661--2668}, publisher = {{ACM}}, year = {2020} }
@inproceedings{DBLP:conf/icml/VernadeCLZEB20, author = {Claire Vernade and Alexandra Carpentier and Tor Lattimore and Giovanni Zappella and Beyza Ermis and Michael Br{\"{u}}ckner}, title = {Linear bandits with Stochastic Delayed Feedback}, booktitle = {{ICML}}, series = {Proceedings of Machine Learning Research}, volume = {119}, pages = {9712--9721}, publisher = {{PMLR}}, year = {2020} }
@article{DBLP:journals/corr/abs-2004-13106, author = {Beyza Ermis and Patrick Ernst and Yannik Stein and Giovanni Zappella}, title = {Learning to Rank in the Position Based Model with Bandit Feedback}, journal = {CoRR}, volume = {abs/2004.13106}, year = {2020} }
@article{DBLP:journals/corr/abs-2004-13576, author = {Giuseppe Di Benedetto and Vito Bellini and Giovanni Zappella}, title = {A Linear Bandit for Seasonal Environments}, journal = {CoRR}, volume = {abs/2004.13576}, year = {2020} }
@article{DBLP:journals/corr/abs-2012-08483, author = {Piali Das and Valerio Perrone and Nikita Ivkin and Tanya Bansal and Zohar S. Karnin and Huibin Shen and Iaroslav Shcherbatyi and Yotam Elor and Wilton Wu and Aida Zolic and Thibaut Li{\'{e}}nart and Alex Tang and Amr Ahmed and Jean Baptiste Faddoul and Rodolphe Jenatton and Fela Winkelmolen and Philip Gautier and Leo Dirac and Andre Perunicic and Miroslav Miladinovic and Giovanni Zappella and C{\'{e}}dric Archambeau and Matthias W. Seeger and Bhaskar Dutt and Laurence Rouesnel}, title = {Amazon SageMaker Autopilot: a white box AutoML solution at scale}, journal = {CoRR}, volume = {abs/2012.08483}, year = {2020} }
@article{DBLP:journals/corr/abs-1807-02089, author = {Claire Vernade and Alexandra Carpentier and Giovanni Zappella and Beyza Ermis and Michael Br{\"{u}}ckner}, title = {Contextual Bandits under Delayed Feedback}, journal = {CoRR}, volume = {abs/1807.02089}, year = {2018} }
@inproceedings{DBLP:conf/icml/GentileLKKZE17, author = {Claudio Gentile and Shuai Li and Purushottam Kar and Alexandros Karatzoglou and Giovanni Zappella and Evans Etrue}, title = {On Context-Dependent Clustering of Bandits}, booktitle = {{ICML}}, series = {Proceedings of Machine Learning Research}, volume = {70}, pages = {1253--1262}, publisher = {{PMLR}}, year = {2017} }
@article{DBLP:journals/corr/LiGKZ16, author = {Shuai Li and Claudio Gentile and Alexandros Karatzoglou and Giovanni Zappella}, title = {Online Context-Dependent Clustering in Recommendations based on Exploration-Exploitation Algorithms}, journal = {CoRR}, volume = {abs/1608.03544}, year = {2016} }
@article{DBLP:journals/corr/LiGKZ15, author = {Shuai Li and Claudio Gentile and Alexandros Karatzoglou and Giovanni Zappella}, title = {Data-Dependent Clustering in Exploration-Exploitation Algorithms}, journal = {CoRR}, volume = {abs/1502.03473}, year = {2015} }
@inproceedings{DBLP:conf/icml/GentileLZ14, author = {Claudio Gentile and Shuai Li and Giovanni Zappella}, title = {Online Clustering of Bandits}, booktitle = {{ICML}}, series = {{JMLR} Workshop and Conference Proceedings}, volume = {32}, pages = {757--765}, publisher = {JMLR.org}, year = {2014} }
@article{DBLP:journals/corr/GentileLZ14, author = {Claudio Gentile and Shuai Li and Giovanni Zappella}, title = {Online Clustering of Bandits}, journal = {CoRR}, volume = {abs/1401.8257}, year = {2014} }
@article{DBLP:journals/jmlr/Cesa-BianchiGVZ13, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {Random spanning trees and the prediction ofweighted graphs}, journal = {J. Mach. Learn. Res.}, volume = {14}, number = {1}, pages = {1251--1284}, year = {2013} }
@inproceedings{DBLP:conf/kdd/MontiRZZAC13, author = {Corrado Monti and Alessandro Rozza and Giovanni Zappella and Matteo Zignani and Adam Arvidsson and Elanor Colleoni}, title = {Modelling political disaffection from Twitter data}, booktitle = {{WISDOM}}, pages = {3:1--3:9}, publisher = {{ACM}}, year = {2013} }
@inproceedings{DBLP:conf/nips/Cesa-BianchiGZ13, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Giovanni Zappella}, title = {A Gang of Bandits}, booktitle = {{NIPS}}, pages = {737--745}, year = {2013} }
@article{DBLP:journals/corr/Cesa-BianchiGZ13, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Giovanni Zappella}, title = {A Gang of Bandits}, journal = {CoRR}, volume = {abs/1306.0811}, year = {2013} }
@article{DBLP:journals/corr/abs-1301-4767, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {A Linear Time Active Learning Algorithm for Link Classification}, journal = {CoRR}, volume = {abs/1301.4767}, year = {2013} }
@article{DBLP:journals/corr/abs-1301-4769, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {A Correlation Clustering Approach to Link Classification in Signed Networks}, journal = {CoRR}, volume = {abs/1301.4769}, year = {2013} }
@article{DBLP:journals/corr/abs-1301-5112, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {Active Learning on Trees and Graphs}, journal = {CoRR}, volume = {abs/1301.5112}, year = {2013} }
@article{DBLP:journals/corr/abs-1301-5160, author = {Fabio Vitale and Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Giovanni Zappella}, title = {See the Tree Through the Lines: The Shazoo Algorithm}, journal = {CoRR}, volume = {abs/1301.5160}, year = {2013} }
@article{DBLP:journals/corr/abs-1301-6630, author = {Corrado Monti and Alessandro Rozza and Giovanni Zappella and Matteo Zignani and Adam Arvidsson and Monica Poletti}, title = {Political Disaffection: a case study on the Italian Twitter community}, journal = {CoRR}, volume = {abs/1301.6630}, year = {2013} }
@inproceedings{DBLP:conf/icpram/AliZBC12, author = {Omar Ali and Giovanni Zappella and Tijl De Bie and Nello Cristianini}, title = {An Empirical Comparison of Label Prediction Algorithms on Automatically Inferred Networks}, booktitle = {{ICPRAM} {(2)}}, pages = {259--268}, publisher = {SciTePress}, year = {2012} }
@inproceedings{DBLP:conf/nips/Cesa-BianchiGVZ12, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {A Linear Time Active Learning Algorithm for Link Classification}, booktitle = {{NIPS}}, pages = {1619--1627}, year = {2012} }
@inproceedings{DBLP:journals/jmlr/Cesa-BianchiGVZ12, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {A Correlation Clustering Approach to Link Classification in Signed Networks}, booktitle = {{COLT}}, series = {{JMLR} Proceedings}, volume = {23}, pages = {34.1--34.20}, publisher = {JMLR.org}, year = {2012} }
@article{DBLP:journals/corr/abs-1212-5637, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {Random Spanning Trees and the Prediction of Weighted Graphs}, journal = {CoRR}, volume = {abs/1212.5637}, year = {2012} }
@inproceedings{DBLP:conf/nips/VitaleCGZ11, author = {Fabio Vitale and Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Giovanni Zappella}, title = {See the Tree Through the Lines: The Shazoo Algorithm}, booktitle = {{NIPS}}, pages = {1584--1592}, year = {2011} }
@article{DBLP:journals/corr/abs-1112-4344, author = {Giovanni Zappella}, title = {A Scalable Multiclass Algorithm for Node Classification}, journal = {CoRR}, volume = {abs/1112.4344}, year = {2011} }
@inproceedings{DBLP:conf/colt/Cesa-BianchiGVZ10, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {Active Learning on Trees and Graphs}, booktitle = {{COLT}}, pages = {320--332}, publisher = {Omnipress}, year = {2010} }
@inproceedings{DBLP:conf/icml/Cesa-BianchiGVZ10, author = {Nicol{\`{o}} Cesa{-}Bianchi and Claudio Gentile and Fabio Vitale and Giovanni Zappella}, title = {Random Spanning Trees and the Prediction of Weighted Graphs}, booktitle = {{ICML}}, pages = {175--182}, publisher = {Omnipress}, year = {2010} }
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