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Associative Memories via Predictive Coding

Associative Memories via Predictive Coding

16 September 2021
Tommaso Salvatori
Yuhang Song
Yujian Hong
Simon Frieder
Lei Sha
Zhenghua Xu
Rafal Bogacz
Thomas Lukasiewicz
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Papers citing "Associative Memories via Predictive Coding"

37 / 37 papers shown
Title
Binding threshold units with artificial oscillatory neurons
Binding threshold units with artificial oscillatory neurons
V. Fanaskov
Ivan V. Oseledets
42
0
0
06 May 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
54
0
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
47
0
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
108
5
0
17 Feb 2025
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
22
0
0
07 Oct 2024
Predictive Attractor Models
Predictive Attractor Models
R. Mounir
Sudeep Sarkar
13
0
0
03 Oct 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
39
0
0
04 Jul 2024
Online Training of Hopfield Networks using Predictive Coding
Online Training of Hopfield Networks using Predictive Coding
Ehsan Ganjidoost
Mallory A. Snow
Jeff Orchard
20
0
0
20 Jun 2024
Spiking representation learning for associative memories
Spiking representation learning for associative memories
Naresh B. Ravichandran
A. Lansner
Pawel Herman
23
1
0
05 Jun 2024
Entropic associative memory for real world images
Entropic associative memory for real world images
Noé Hernández
Rafael Morales
L. A. Pineda
41
0
0
21 May 2024
Uniform Memory Retrieval with Larger Capacity for Modern Hopfield Models
Uniform Memory Retrieval with Larger Capacity for Modern Hopfield Models
Dennis Wu
Jerry Yao-Chieh Hu
Teng-Yun Hsiao
Han Liu
38
28
0
04 Apr 2024
Improving deep learning with prior knowledge and cognitive models: A
  survey on enhancing explainability, adversarial robustness and zero-shot
  learning
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning
F. Mumuni
A. Mumuni
AAML
19
5
0
11 Mar 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
16
6
0
16 Feb 2024
Associative Memories in the Feature Space
Associative Memories in the Feature Space
Tommaso Salvatori
Beren Millidge
Yuhang Song
Rafal Bogacz
Thomas Lukasiewicz
21
1
0
16 Feb 2024
Neural Sampling in Hierarchical Exponential-family Energy-based Models
Neural Sampling in Hierarchical Exponential-family Energy-based Models
Xingsi Dong
Si Wu
19
2
0
12 Oct 2023
Saliency-Guided Hidden Associative Replay for Continual Learning
Saliency-Guided Hidden Associative Replay for Continual Learning
Guangji Bai
Qilong Zhao
Xiaoyang Jiang
Yifei Zhang
Liang Zhao
CLL
22
6
0
06 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 networks
Luca Ambrogioni
DiffM
11
22
0
29 Sep 2023
A Sparse Quantized Hopfield Network for Online-Continual Memory
A Sparse Quantized Hopfield Network for Online-Continual Memory
Nick Alonso
J. Krichmar
19
2
0
27 Jul 2023
Predictive Coding beyond Correlations
Predictive Coding beyond Correlations
Tommaso Salvatori
Luca Pinchetti
Amine MĆharrak
Beren Millidge
Thomas Lukasiewicz
BDL
CML
11
3
0
27 Jun 2023
Understanding and Improving Optimization in Predictive Coding Networks
Understanding and Improving Optimization in Predictive Coding Networks
Nick Alonso
J. Krichmar
Emre Neftci
66
7
0
23 May 2023
Sequential Memory with Temporal Predictive Coding
Sequential Memory with Temporal Predictive Coding
Mufeng Tang
Helen C. Barron
Rafal Bogacz
11
16
0
19 May 2023
Contrastive-Signal-Dependent Plasticity: Forward-Forward Learning of
  Spiking Neural Systems
Contrastive-Signal-Dependent Plasticity: Forward-Forward Learning of Spiking Neural Systems
Alexander Ororbia
20
12
0
30 Mar 2023
The Predictive Forward-Forward Algorithm
The Predictive Forward-Forward Algorithm
Alexander Ororbia
A. Mali
15
37
0
04 Jan 2023
Robust Graph Representation Learning via Predictive Coding
Robust Graph Representation Learning via Predictive Coding
Billy Byiringiro
Tommaso Salvatori
Thomas Lukasiewicz
OOD
15
7
0
09 Dec 2022
Convolutional Neural Generative Coding: Scaling Predictive Coding to
  Natural Images
Convolutional Neural Generative Coding: Scaling Predictive Coding to Natural Images
Alexander Ororbia
A. Mali
BDL
19
9
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 Networks
Tommaso Salvatori
Yuhang Song
Yordan Yordanov
Beren Millidge
Zheng R. Xu
Lei Sha
Cornelius Emde
Rafal Bogacz
Thomas Lukasiewicz
11
10
0
16 Nov 2022
Predictive Coding beyond Gaussian Distributions
Predictive Coding beyond Gaussian Distributions
Luca Pinchetti
Tommaso Salvatori
Yordan Yordanov
Beren Millidge
Yuhang Song
Thomas Lukasiewicz
UQCV
BDL
19
11
0
07 Nov 2022
On the Relationship Between Variational Inference and Auto-Associative
  Memory
On the Relationship Between Variational Inference and Auto-Associative Memory
Louis Annabi
Alexandre Pitti
M. Quoy
BDL
16
4
0
14 Oct 2022
A Theoretical Framework for Inference Learning
A Theoretical Framework for Inference Learning
Nick Alonso
Beren Millidge
J. Krichmar
Emre Neftci
12
16
0
01 Jun 2022
Backpropagation at the Infinitesimal Inference Limit of Energy-Based
  Models: Unifying Predictive Coding, Equilibrium Propagation, and Contrastive
  Hebbian Learning
Backpropagation at the Infinitesimal Inference Limit of Energy-Based Models: Unifying Predictive Coding, Equilibrium Propagation, and Contrastive Hebbian Learning
Beren Millidge
Yuhang Song
Tommaso Salvatori
Thomas Lukasiewicz
Rafal Bogacz
13
21
0
31 May 2022
BayesPCN: A Continually Learnable Predictive Coding Associative Memory
BayesPCN: A Continually Learnable Predictive Coding Associative Memory
Jason Yoo
F. Wood
KELM
87
9
0
20 May 2022
Autoencoder Attractors for Uncertainty Estimation
Autoencoder Attractors for Uncertainty Estimation
S. Cruz
B. Taetz
Thomas Stifter
D. Stricker
UQCV
20
9
0
01 Apr 2022
Predictive Coding: Towards a Future of Deep Learning beyond
  Backpropagation?
Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?
Beren Millidge
Tommaso Salvatori
Yuhang Song
Rafal Bogacz
Thomas Lukasiewicz
AI4CE
PINN
6
42
0
18 Feb 2022
Universal Hopfield Networks: A General Framework for Single-Shot
  Associative Memory Models
Universal Hopfield Networks: A General Framework for Single-Shot Associative Memory Models
Beren Millidge
Tommaso Salvatori
Yuhang Song
Thomas Lukasiewicz
Rafal Bogacz
VLM
8
52
0
09 Feb 2022
Learning on Arbitrary Graph Topologies via Predictive Coding
Learning on Arbitrary Graph Topologies via Predictive Coding
Tommaso Salvatori
Luca Pinchetti
Beren Millidge
Yuhang Song
Tianyi Bao
Rafal Bogacz
Thomas Lukasiewicz
22
33
0
31 Jan 2022
Modern Hopfield Networks and Attention for Immune Repertoire
  Classification
Modern Hopfield Networks and Attention for Immune Repertoire Classification
Michael Widrich
Bernhard Schafl
Hubert Ramsauer
Milena Pavlović
Lukas Gruber
...
Johannes Brandstetter
G. K. Sandve
Victor Greiff
Sepp Hochreiter
G. Klambauer
171
117
0
16 Jul 2020
Lifelong Neural Predictive Coding: Learning Cumulatively Online without
  Forgetting
Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting
Alexander Ororbia
A. Mali
Daniel Kifer
C. Lee Giles
CLL
KELM
8
15
0
25 May 2019
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