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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}
}