Beren Millidge
9 papers · 2022–2024 · 4 conferences · across top CS/AI conferences
Achievements
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๐งญ Keyword Pioneer ๐ Cross-Pollinator (7) ๐บ๏ธ Taxonomy Completionist (14) ๐ Interdisciplinary Bridge ๐ Conference Polyglot (4)
โก
Prolific Year
(5)
โ
The Questioner
Conferences
ICLR (3)
NIPS (3)
ICML (2)
IJCAI (1)
Top co-authors
Keywords
predictive coding
(4)
associative memory
(2)
inference learning
(2)
neuroscience-inspired learning
(2)
graph topology
(1)
biologically plausible learning
(1)
energy function
(1)
similarity function
(1)
hopfield network
(1)
variational autoencoder
(1)
transformer network
(1)
implicit stochastic gradient descent
(1)
memory capacity
(1)
neural network
(1)
arbitrary graph
(1)
explicit stochastic gradient descent
(1)
local learning
(1)
cyclic connection
(1)
biological plausibility
(1)
hierarchical generative model
(1)
Papers
A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks
ICLR 2024
Predictive Coding beyond Correlations
ICML 2024
Backpropagation at the Infinitesimal Inference Limit of Energy-Based Models: Unifying Predictive Coding, Equilibrium Propagation, and Contrastive Hebbian Learning
ICLR 2023
A Theoretical Framework for Inference and Learning in Predictive Coding Networks
ICLR 2023
Predictive Coding beyond Gaussian Distributions
NIPS 2022
Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?
IJCAI 2022
A Theoretical Framework for Inference Learning
NIPS 2022
Learning on Arbitrary Graph Topologies via Predictive Coding
NIPS 2022
Universal Hopfield Networks: A General Framework for Single-Shot Associative Memory Models
ICML 2022