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The Neural Coding Framework for Learning Generative Models
v1v2v3v4 (latest)

The Neural Coding Framework for Learning Generative Models

Nature Communications (Nat Commun), 2020
7 December 2020
Alexander Ororbia
Daniel Kifer
    GAN
ArXiv (abs)PDFHTML

Papers citing "The Neural Coding Framework for Learning Generative Models"

40 / 40 papers shown
Towards the Training of Deeper Predictive Coding Neural Networks
Towards the Training of Deeper Predictive Coding Neural Networks
Chang Qi
Matteo Forasassi
Thomas Lukasiewicz
Tommaso Salvatori
214
2
0
30 Jun 2025
Bayesian Predictive Coding
Bayesian Predictive Coding
Alexander Tschantz
Magnus T. Koudahl
Hampus Linander
Lancelot Da Costa
Conor Heins
Jeff Beck
Christopher L. Buckley
BDL
490
1
0
31 Mar 2025
Meta-Representational Predictive Coding: Biomimetic Self-Supervised Learning
Meta-Representational Predictive Coding: Biomimetic Self-Supervised Learning
Alexander Ororbia
Karl J. Friston
Rajesh P. N. Rao
SSL
338
3
0
22 Mar 2025
Benchmarking Predictive Coding Networks -- Made Simple
Benchmarking Predictive Coding Networks -- Made Simple
Luca Pinchetti
Chang Qi
Oleh Lokshyn
Gaspard Olivers
Cornelius Emde
...
Simon Frieder
Bayar I. Menzat
Rafal Bogacz
Thomas Lukasiewicz
Tommaso Salvatori
489
23
0
17 Feb 2025
pyhgf: A neural network library for predictive coding
pyhgf: A neural network library for predictive coding
Nicolas Legrand
Lilian A. E. Weber
Peter Thestrup Waade
Anna Hedvig Møller Daugaard
Mojtaba Khodadadi
Nace Mikuš
C. Mathys
AI4CE
266
3
0
11 Oct 2024
Tight Stability, Convergence, and Robustness Bounds for Predictive
  Coding Networks
Tight Stability, Convergence, and Robustness Bounds for Predictive Coding Networks
A. Mali
Tommaso Salvatori
Alexander Ororbia
358
6
0
07 Oct 2024
Divide-and-Conquer Predictive Coding: a structured Bayesian inference
  algorithm
Divide-and-Conquer Predictive Coding: a structured Bayesian inference algorithmNeural Information Processing Systems (NeurIPS), 2024
Eli Sennesh
Hao Wu
Tommaso Salvatori
251
5
0
11 Aug 2024
Predictive Coding Networks and Inference Learning: Tutorial and Survey
Predictive Coding Networks and Inference Learning: Tutorial and Survey
B. V. Zwol
Ro Jefferson
E. V. D. Broek
454
5
0
04 Jul 2024
Towards Biologically Plausible Computing: A Comprehensive Comparison
Towards Biologically Plausible Computing: A Comprehensive Comparison
Changze Lv
Yufei Gu
Wenhao Liu
Zhibo Xu
Yixin Wu
...
Changze Lv
Jianhao Zhu
Cenyuan Zhang
Zixuan Ling
Xiaoqing Zheng
304
4
0
23 Jun 2024
Slax: A Composable JAX Library for Rapid and Flexible Prototyping of
  Spiking Neural Networks
Slax: A Composable JAX Library for Rapid and Flexible Prototyping of Spiking Neural Networks
Thomas M. Summe
Siddharth Joshi
376
4
0
08 Apr 2024
Dynamic planning in hierarchical active inference
Dynamic planning in hierarchical active inference
Matteo Priorelli
Ivilin Peev Stoianov
AI4CE
276
8
0
18 Feb 2024
A Review of Neuroscience-Inspired Machine Learning
A Review of Neuroscience-Inspired Machine Learning
Alexander Ororbia
A. Mali
Adam Kohan
Beren Millidge
Tommaso Salvatori
361
16
0
16 Feb 2024
Deep hybrid models: infer and plan in a dynamic world
Deep hybrid models: infer and plan in a dynamic world
Matteo Priorelli
Ivilin Peev Stoianov
451
3
0
01 Feb 2024
CCNETS: A Modular Causal Learning Framework for Pattern Recognition in Imbalanced Datasets
CCNETS: A Modular Causal Learning Framework for Pattern Recognition in Imbalanced Datasets
Hanbeot Park
Yunjeong Cho
Hoon-Hee Kim
288
0
0
07 Jan 2024
A Neuro-mimetic Realization of the Common Model of Cognition via Hebbian
  Learning and Free Energy Minimization
A Neuro-mimetic Realization of the Common Model of Cognition via Hebbian Learning and Free Energy Minimization
Alexander Ororbia
Mary Alexandria Kelly
AI4CE
293
4
0
14 Oct 2023
Neural Sampling in Hierarchical Exponential-family Energy-based Models
Neural Sampling in Hierarchical Exponential-family Energy-based ModelsNeural Information Processing Systems (NeurIPS), 2023
Xingsi Dong
Si Wu
332
4
0
12 Oct 2023
In search of dispersed memories: Generative diffusion models are
  associative memory networks
In search of dispersed memories: Generative diffusion models are associative memory networksEntropy (Entropy), 2023
Luca Ambrogioni
DiffM
336
53
0
29 Sep 2023
Predictive Coding beyond Correlations
Predictive Coding beyond CorrelationsInternational Conference on Machine Learning (ICML), 2023
Tommaso Salvatori
Luca Pinchetti
Amine MĆharrak
Beren Millidge
Thomas Lukasiewicz
BDLCML
450
6
0
27 Jun 2023
PACER: A Fully Push-forward-based Distributional Reinforcement Learning
  Algorithm
PACER: A Fully Push-forward-based Distributional Reinforcement Learning AlgorithmNeurocomputing (Neurocomputing), 2023
Wensong Bai
Chao Zhang
Yichao Fu
Lingwei Peng
Hui Qian
Bin Dai
225
3
0
11 Jun 2023
Contrastive-Signal-Dependent Plasticity: Forward-Forward Learning of
  Spiking Neural Systems
Contrastive-Signal-Dependent Plasticity: Forward-Forward Learning of Spiking Neural SystemsScience Advances (Sci Adv), 2023
Alexander Ororbia
263
12
0
30 Mar 2023
The Cascaded Forward Algorithm for Neural Network Training
The Cascaded Forward Algorithm for Neural Network Training
Gongpei Zhao
Tao Wang
Yidong Li
Yi Jin
Congyan Lang
Haibin Ling
323
20
0
17 Mar 2023
Forward Learning with Top-Down Feedback: Empirical and Analytical
  Characterization
Forward Learning with Top-Down Feedback: Empirical and Analytical CharacterizationInternational Conference on Learning Representations (ICLR), 2023
R. Srinivasan
Francesca Mignacco
M. Sorbaro
Maria Refinetti
Avi Cooper
Gabriel Kreiman
Giorgia Dellaferrera
343
21
0
10 Feb 2023
World Models and Predictive Coding for Cognitive and Developmental
  Robotics: Frontiers and Challenges
World Models and Predictive Coding for Cognitive and Developmental Robotics: Frontiers and Challenges
T. Taniguchi
Shingo Murata
Masahiro Suzuki
D. Ognibene
Pablo Lanillos
...
L. Jamone
Tomoaki Nakamura
Alejandra Ciria
B. Lara
G. Pezzulo
341
81
0
14 Jan 2023
The Predictive Forward-Forward Algorithm
The Predictive Forward-Forward AlgorithmAnnual Meeting of the Cognitive Science Society (CogSci), 2023
Alexander Ororbia
A. Mali
537
44
0
04 Jan 2023
A Mathematical Framework for Learning Probability Distributions
A Mathematical Framework for Learning Probability DistributionsJournal of Machine Learning (JML), 2022
Hongkang Yang
373
9
0
22 Dec 2022
Robust Graph Representation Learning via Predictive Coding
Robust Graph Representation Learning via Predictive Coding
Billy Byiringiro
Tommaso Salvatori
Thomas Lukasiewicz
OOD
234
9
0
09 Dec 2022
Convolutional Neural Generative Coding: Scaling Predictive Coding to
  Natural Images
Convolutional Neural Generative Coding: Scaling Predictive Coding to Natural ImagesAnnual Meeting of the Cognitive Science Society (CogSci), 2022
Alexander Ororbia
A. Mali
BDL
350
14
0
22 Nov 2022
A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive
  Coding Networks
A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding NetworksInternational Conference on Learning Representations (ICLR), 2022
Tommaso Salvatori
Yuhang Song
Yordan Yordanov
Beren Millidge
Zheng R. Xu
Lei Sha
Cornelius Emde
Rafal Bogacz
Thomas Lukasiewicz
369
22
0
16 Nov 2022
Predictive Coding beyond Gaussian Distributions
Predictive Coding beyond Gaussian DistributionsNeural Information Processing Systems (NeurIPS), 2022
Luca Pinchetti
Tommaso Salvatori
Yordan Yordanov
Beren Millidge
Yuhang Song
Thomas Lukasiewicz
UQCVBDL
318
20
0
07 Nov 2022
Active Predicting Coding: Brain-Inspired Reinforcement Learning for
  Sparse Reward Robotic Control Problems
Active Predicting Coding: Brain-Inspired Reinforcement Learning for Sparse Reward Robotic Control Problems
Alexander Ororbia
A. Mali
289
10
0
19 Sep 2022
BayesPCN: A Continually Learnable Predictive Coding Associative Memory
BayesPCN: A Continually Learnable Predictive Coding Associative MemoryNeural Information Processing Systems (NeurIPS), 2022
Jason Yoo
F. Wood
KELM
536
15
0
20 May 2022
Maze Learning using a Hyperdimensional Predictive Processing Cognitive
  Architecture
Maze Learning using a Hyperdimensional Predictive Processing Cognitive ArchitectureArtificial General Intelligence (AGI), 2022
Alexander Ororbia
Mary Alexandria Kelly
AI4CE
249
6
0
31 Mar 2022
Predictive Coding: Towards a Future of Deep Learning beyond
  Backpropagation?
Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?International Joint Conference on Artificial Intelligence (IJCAI), 2022
Beren Millidge
Tommaso Salvatori
Yuhang Song
Rafal Bogacz
Thomas Lukasiewicz
AI4CEPINN
310
63
0
18 Feb 2022
Learning on Arbitrary Graph Topologies via Predictive Coding
Learning on Arbitrary Graph Topologies via Predictive CodingNeural Information Processing Systems (NeurIPS), 2022
Tommaso Salvatori
Luca Pinchetti
Beren Millidge
Yuhang Song
Tianyi Bao
Rafal Bogacz
Thomas Lukasiewicz
516
48
0
31 Jan 2022
Associative Memories via Predictive Coding
Associative Memories via Predictive Coding
Tommaso Salvatori
Yuhang Song
Yujian Hong
Simon Frieder
Lei Sha
Zhenghua Xu
Rafal Bogacz
Thomas Lukasiewicz
236
79
0
16 Sep 2021
Backprop-Free Reinforcement Learning with Active Neural Generative
  Coding
Backprop-Free Reinforcement Learning with Active Neural Generative CodingAAAI Conference on Artificial Intelligence (AAAI), 2021
Alexander Ororbia
A. Mali
419
23
0
10 Jul 2021
How to Train Your Wide Neural Network Without Backprop: An Input-Weight
  Alignment Perspective
How to Train Your Wide Neural Network Without Backprop: An Input-Weight Alignment Perspective
Akhilan Boopathy
Ila Fiete
286
14
0
15 Jun 2021
Towards a Predictive Processing Implementation of the Common Model of
  Cognition
Towards a Predictive Processing Implementation of the Common Model of Cognition
Alexander Ororbia
Mary Alexandria Kelly
185
3
0
15 May 2021
Spiking Neural Predictive Coding for Continual Learning from Data
  Streams
Spiking Neural Predictive Coding for Continual Learning from Data Streams
Alexander Ororbia
651
37
0
23 Aug 2019
Lifelong Neural Predictive Coding: Learning Cumulatively Online without
  Forgetting
Lifelong Neural Predictive Coding: Learning Cumulatively Online without ForgettingNeural Information Processing Systems (NeurIPS), 2019
Alexander Ororbia
A. Mali
Daniel Kifer
C. Lee Giles
CLLKELM
493
21
0
25 May 2019
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