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Bogacz, Rafal

  1. Reverse Differentiation via Predictive Coding
    2021/03/08 by Tommaso Salvatori, Yuhang Song, Salvatori, Tommaso +8 · 1 voice · 3 citations
    Neuroscience · Computer Science · Engineering · #Neural dynamics and brain function #Neural Networks and Applications #Advanced Memory and Neural Computing
  2. A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks
    2022/11/16 by Tommaso Salvatori, Yuhang Song, Salvatori, Tommaso +16 · 1 voice · 6 citations
    Computer Science · #Advanced Data Compression Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #cs.AI #cs.LG #cs.NE
  3. Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?
    2022/02/18 by Beren Millidge, Tommaso Salvatori, Millidge, Beren +7 · 9 citations
    Computer Science · Engineering · Neuroscience · #Advanced Graph Neural Networks #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
  4. Associative Memories via Predictive Coding
    2021/09/16 by Salvatori, Tommaso, Song, Yuhang, Hong, Yujian +5 · 8 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. Universal Hopfield Networks: A General Framework for Single-Shot Associative Memory Models
    2022/02/09 by Beren Millidge, Tommaso Salvatori, Millidge, Beren +7 · 5 citations
    Computer Science · Engineering · Neuroscience · #Neural Networks and Applications #Advanced Memory and Neural Computing #Neural dynamics and brain function
  6. Benchmarking Predictive Coding Networks -- Made Simple
    2024/07/01 by Pinchetti, Luca, Qi, Chang, Lokshyn, Oleh +9 · 8 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.2.6 #Machine Learning (cs.LG)
  7. Learning on Arbitrary Graph Topologies via Predictive Coding
    2022/01/31 by Tommaso Salvatori, Salvatori, Tommaso, Luca Pinchetti +11 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Neuroscience · #Advanced Graph Neural Networks #Bioinformatics and Genomic Networks #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG)
  8. A Theoretical Framework for Inference and Learning in Predictive Coding Networks
    2022/07/21 by Beren Millidge, Yuhang Song, Millidge, Beren +7 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE)
  9. Sequential Memory with Temporal Predictive Coding
    2023/05/19 by Tang, Mufeng, Barron, Helen, Bogacz, Rafal · 2 citations
    #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neurons and Cognition (q-bio.NC)
  10. Backpropagation at the Infinitesimal Inference Limit of Energy-Based Models: Unifying Predictive Coding, Equilibrium Propagation, and Contrastive Hebbian Learning
    2022/05/31 by Beren Millidge, Yuhang Song, Millidge, Beren +7 · 1 citation
    Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Biological sciences #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Neural Networks and Applications #Neurons and Cognition (q-bio.NC)
  11. Learning grid cells by predictive coding
    2024/10/01 by Mufeng Tang, Tang, Mufeng, Helen C. Barron +3 · 2 citations
    Computer Science · #Computability, Logic, AI Algorithms #Evolutionary Algorithms and Applications #FOS: Biological sciences #Neural Networks and Applications #Neurons and Cognition (q-bio.NC)
  12. Associative Memories in the Feature Space
    2024/02/16 by Tommaso Salvatori, Beren Millidge, Salvatori, Tommaso +7 · 1 citation
    Computer Science · #Speech and dialogue systems