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Predify: Augmenting deep neural networks with brain-inspired predictive coding dynamics
Neural Information Processing Systems (NeurIPS), 2021
4 June 2021
Bhavin Choksi
Milad Mozafari
Callum Biggs O'May
Benjamin Ador
A. Alamia
Rufin VanRullen
AI4CE
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Papers citing
"Predify: Augmenting deep neural networks with brain-inspired predictive coding dynamics"
17 / 17 papers shown
Sensory robustness through top-down feedback and neural stochasticity in recurrent vision models
Antonino Greco
Marco DÁlessandro
Karl J. Friston
G. Pezzulo
Markus Siegel
161
0
0
09 Aug 2025
GASPnet: Global Agreement to Synchronize Phases
A. Alamia
Sabine Muzellec
Thomas Serre
Rufin VanRullen
274
0
0
22 Jul 2025
Limited but consistent gains in adversarial robustness by co-training object recognition models with human EEG
Manshan Guo
Bhavin Choksi
Sari Saba-Sadiya
A. T. Gifford
Martina G. Vilas
Radoslaw Martin Cichy
Gemma Roig
AAML
256
2
0
05 Sep 2024
Predictive Coding Networks and Inference Learning: Tutorial and Survey
B. V. Zwol
Ro Jefferson
E. V. D. Broek
442
5
0
04 Jul 2024
Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks
Neural Information Processing Systems (NeurIPS), 2024
Victor Boutin
Rishav Mukherji
Aditya Agrawal
Sabine Muzellec
Thomas Fel
Thomas Serre
Rufin VanRullen
DiffM
488
2
0
10 Jun 2024
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning
Cognitive Systems Research (Cogn. Syst. Res.), 2023
F. Mumuni
A. Mumuni
AAML
353
18
0
11 Mar 2024
How Robust Are Energy-Based Models Trained With Equilibrium Propagation?
Siddharth Mansingh
Michal Kucer
Garrett Kenyon
Juston S. Moore
Michael Teti
AAML
369
2
0
21 Jan 2024
Brain-like Flexible Visual Inference by Harnessing Feedback-Feedforward Alignment
Tahereh Toosi
Elias B. Issa
254
4
0
31 Oct 2023
Early Exiting Predictive Coding Neural Networks for Edge AI
Alaa Zniber
Ouassim Karrakchou
Mounir Ghogho
Mehdi Zakroum
308
1
0
05 Sep 2023
Fixed Inter-Neuron Covariability Induces Adversarial Robustness
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Muhammad Ahmed Shah
Bhiksha Raj
AAML
154
0
0
07 Aug 2023
An overview of open source Deep Learning-based libraries for Neuroscience
Applied Sciences (AS), 2022
Louis Fabrice Tshimanga
Manfredo Atzori
Federico Del Pup
M. Corbetta
OOD
169
5
0
19 Dec 2022
Convolutional Neural Generative Coding: Scaling Predictive Coding to Natural Images
Annual Meeting of the Cognitive Science Society (CogSci), 2022
Alexander Ororbia
A. Mali
BDL
335
14
0
22 Nov 2022
A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks
International 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
365
22
0
16 Nov 2022
Diversity vs. Recognizability: Human-like generalization in one-shot generative models
Neural Information Processing Systems (NeurIPS), 2022
Victor Boutin
Lakshya Singhal
Xavier Thomas
Thomas Serre
274
13
0
20 May 2022
Multimodal neural networks better explain multivoxel patterns in the hippocampus
Bhavin Choksi
Milad Mozafari
Rufin VanRullen
Leila Reddy
129
18
0
11 Dec 2021
On the role of feedback in visual processing: a predictive coding perspective
A. Alamia
Milad Mozafari
Bhavin Choksi
Rufin VanRullen
194
7
0
08 Jun 2021
Predictive coding feedback results in perceived illusory contours in a recurrent neural network
Neural Networks (NN), 2021
Zhaoyang Pang
Callum Biggs O'May
Bhavin Choksi
R. V. Rullen
206
37
0
03 Feb 2021
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