Tommaso Salvatori : Publications
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@inproceedings{QLS-NFAM-2025,
title = "Training Deep Predictive Coding Networks",
author = "Chang Qi and Thomas Lukasiewicz and Tommaso Salvatori.",
year = "2025",
booktitle = "Proceedings of the ICLR 2025 Workshop on New Frontiers in Associative Memories, Singapore, 27 April 2025",
month = "February",
}
@inproceedings{PQLEMTFMOBLS-ICLR-2025-c,
title = "Benchmarking Predictive Coding Networks -- Made Simple",
author = "Luca Pinchetti and Chang Qi and Oleh Lokshyn and Cornelius Emde and Amine M'Charrak and Mufeng Tang and Simon Frieder and Bayar Menzat and Gaspard Oliviers and Rafal Bogacz and Thomas Lukasiewicz and Tommaso Salvatori",
year = "2025",
booktitle = "Proceedings of the 13th International Conference on Learning Representations, ICLR 2025, Singapore, 24--28 April 2025",
}
@inproceedings{SSYMSEXBL-ICLR-2024,
title = "A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks",
author = "Tommaso Salvatori and Yuhang Song and Yordan Yordanov and Beren Millidge and Lei Sha and Cornelius Emde and Zhenghua Xu and Rafal Bogacz and Thomas Lukasiewicz",
year = "2024",
booktitle = "Proceedings of the 12th International Conference on Learning Representations, ICLR 2024, Vienna, Austria, 7--11 May 2024",
month = "May",
}
@article{SMSLXB-NN-2023,
title = "Inferring Neural Activity Before Plasticity: A Foundation for Learning Beyond Backpropagation",
author = "Yuhang Song and Beren Millidge and Tommaso Salvatori and Thomas Lukasiewicz and Zhenghua Xu and Rafal Bogacz",
year = "2024",
journal = "Nature Neuroscience",
url = "https://doi.org/10.1038/s41593-023-01514-1",
}
@inproceedings{SMSBL-ECAI-2023,
title = "Associative Memories in the Feature Space",
author = "Tommaso Salvatori and Beren Millidge and Yuhang Song and Rafal Bogacz and Thomas Lukasiewicz",
year = "2023",
booktitle = "Proceedings of the 26th European Conference on Artificial Intelligence‚ ECAI 2023‚ Kraków, Poland‚ September 30 – October 5‚ 2023",
month = "September",
publisher = "IOS Press",
}
@inproceedings{MSSLR-ICLRb-2023,
title = "Backpropagation at the Infinitesimal Inference Limit of Energy-Based Models: Unifying Predictive Coding, Equilibrium Propagation, and Contrastive Hebbian Learning",
author = "Beren Millidge and Yuhang Song and Tommaso Salvatori and Thomas Lukasiewicz and Rafal Bogacz",
year = "2023",
booktitle = "Proceedings of the 11th International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, 1--5 May 2023",
month = "May",
publisher = "OpenReview.net",
url = "https://openreview.net/forum?id=nIMifqu2EO",
}
@inproceedings{MSSLR-ICLRa-2023,
title = "A Theoretical Framework for Inference and Learning in Predictive Coding Networks",
author = "Beren Millidge and Yuhang Song and Tommaso Salvatori and Thomas Lukasiewicz and Rafal Bogacz",
year = "2023",
booktitle = "Proceedings of the 11th International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, 1--5 May 2023",
month = "May",
publisher = "OpenReview.net",
url = "https://openreview.net/forum?id=ZCTvSF_uVM4",
}
@article{Tang2022.11.09.515747,
title = "Recurrent predictive coding models for associative memory employing covariance learning",
author = "Tang, Mufeng and Salvatori, Tommaso and Millidge, Beren and Song, Yuhang and Lukasiewicz, Thomas and Bogacz, Rafal",
year = "2023",
journal = "PLOS Computational Biology",
month = "April",
number = "4",
pages = "e1010719",
url = "https://doi.org/10.1371/journal.pcbi.1010719",
volume = "19",
}
@inproceedings{FPCGSLPB-NeurIPS-2023,
title = "Mathematical Capabilities of ChatGPT",
author = "Simon Frieder and Luca Pinchetti and Alexis Chevalier and Ryan-Rhys Griffiths and Tommaso Salvatori and Thomas Lukasiewicz and Philipp Christian Petersen and Julius Berner",
year = "2023",
booktitle = "Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 3, NeurIPS Datasets and Benchmarks 2023, December 2023",
month = "December",
}
@inproceedings{ICML-MSSLB-2022,
title = "Universal Hopfield Networks: A General Framework for Single-Shot Associative Memory Models",
author = "Beren Millidge and Tommaso Salvatori and Yuhang Song and Thomas Lukasiewicz and Rafal Bogacz",
year = "2022",
booktitle = "Proceedings of the 39th International Conference on Machine Learning, ICML 2022, Baltimore, Maryland, USA, 17-23 July 2022",
editor = "Chaudhuri, Kamalika and Jegelka, Stefanie and Song, Le and Szepesvari, Csaba and Niu, Gang and Sabato, Sivan",
month = "July",
pages = "15561--15583",
publisher = "PMLR",
series = "Proceedings of Machine Learning Research",
url = "https://proceedings.mlr.press/v162/millidge22a.html",
volume = "162",
}
@inproceedings{MSSBL-IJCAI-2022,
title = "Predictive Coding: Towards a Future of Deep Learning Beyond Backpropagation?",
author = "Beren Millidge and Tommaso Salvatori and Yuhang Song and Rafal Bogacz and Thomas Lukasiewicz",
year = "2022",
booktitle = "Proceedings of the 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence‚ IJCAI−ECAI 2022‚ Survey Track, Vienna‚ Austria‚ July 23−29‚ 2022",
editor = "Luc De Raedt",
month = "July",
pages = "5538--5545",
publisher = "IJCAI/AAAI Press",
url = "https://doi.org/10.24963/ijcai.2022/774",
}
@inproceedings{AAAI-SSXLB-2022,
title = "Reverse Differentiation via Predictive Coding",
author = "Tommaso Salvatori and Yuhang Song and Zhenghua Xu and Thomas Lukasiewicz and Rafal Bogacz",
year = "2022",
booktitle = "Proceedings of the 36th AAAI Conference on Artificial Intelligence‚ AAAI 2022‚ Vancouver, BC, Canada, February 22 -- March 1‚ 2022",
month = "February",
pages = "8150--8158",
publisher = "AAAI Press",
url = "https://doi.org/10.1609/aaai.v36i7.20788",
}
@inproceedings{PSYMSL-NeurIPS-2022,
title = "Predictive Coding Beyond Gaussian Distributions",
author = "Luca Pinchetti and Tommaso Salvatori and Yordan Yordanov and Beren Millidge and Yuhang Song and Thomas Lukasiewicz",
year = "2022",
booktitle = "Proceedings of the 36th Annual Conference on Neural Information Processing Systems‚ NeurIPS 2022, New Orleans, Louisiana, USA",
month = "November",
pages = "1280--1293",
url = "https://proceedings.neurips.cc//paper_files/paper/2022/hash/08f9de0232c0b485110237f6e6cf88f1-Abstract-Conference.html",
}
@inproceedings{SPMSBBL-NeurIPS-2022,
title = "Learning on Arbitrary Graph Topologies via Predictive Coding",
author = "Tommaso Salvatori and Luca Pinchetti and Beren Millidge and Yuhang Song and Tianyi Bao and Rafal Bogacz and Thomas Lukasiewicz",
year = "2022",
booktitle = "Proceedings of the 36th Annual Conference on Neural Information Processing Systems‚ NeurIPS 2022, New Orleans, Louisiana, USA",
month = "November",
pages = "38232--38244",
url = "https://proceedings.neurips.cc//paper_files/paper/2022/hash/f9f54762cbb4fe4dbffdd4f792c31221-Abstract-Conference.html",
}
@inproceedings{NeurIPS-SSHFSXBL-2021,
title = "Associative Memories via Predictive Coding",
author = "Tommaso Salvatori and Yuhang Song and Yujian Hong and Simon Frieder and Lei Sha and Zhenghua Xu and Rafal Bogacz and Thomas Lukasiewicz",
year = "2021",
booktitle = "Proceedings of the 35th Annual Conference on Neural Information Processing Systems, NeurIPS 2021",
month = "December",
url = "https://arxiv.org/abs/2109.08063",
}
@inproceedings{NeurIPS-ACLS-2020,
title = "BoxE: A Box Embedding Model for Knowledge Base Completion",
author = "Ralph Abboud and {\.I}smail {\.I}lkan Ceylan and Thomas Lukasiewicz and Tommaso Salvatori",
year = "2020",
booktitle = "Proceedings of the 34th Annual Conference on Neural Information Processing Systems‚ NeurIPS 2020‚ December 6--12‚ 2020",
month = "December",
url = "https://proceedings.neurips.cc/paper/2020/hash/6dbbe6abe5f14af882ff977fc3f35501-Abstract.html",
}