Tommaso Salvatori : Publications

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@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",
}