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The Sensory Neuron as a Transformer


The Sensory Neuron as a Transformer: Permutation-Invariant Neural ...

Abstract page for arXiv paper 2109.02869: The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement ...

The Sensory Neuron as a Transformer: Permutation-Invariant Neural ...

In this work, we investigate the properties of RL agents that treat their observations as an arbitrarily ordered, variable-length list of sensory inputs.

The Sensory Neuron as a Transformer: Permutation-Invariant Neural ...

This work builds systems that feed each sensory input from the environment into distinct, but identical neural networks, each with no fixed relationship ...

The sensory neuron as a transformer: permutation-invariant neural ...

The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning. Yujin Tang Google Brain · David Ha ...

The Sensory Neuron as a Transformer: Permutation-Invariant Neural...

We investigate permutation invariant RL agents achieved through modular processing of localized sensory information and attention-based communication.

brain-tokyo-workshop/AttentionNeuron/README.md at master

The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning

The Sensory Neuron as a Transformer: Permutation-Invariant Neural ...

Permutation-invariance in machine learning refers to a system in which reordering the inputs does not impact the output. Imagine shaking a box ...

The Sensory Neuron as a Transformer in PyTorch - YouTube

In this video, we implement a paper called "The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement ...

[R] The Sensory Neuron as a Transformer: Permutation-Invariant ...

Motivated by the emergence of collective behavior from complex cellular systems, we build systems that feed each sensory input from the ...

Permutation-Invariant Neural Networks for RL | Paper Explained

... Brain's "The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning" paper. They introduce the ...

Permutation-Invariant Neural Networks for Reinforcement Learning

In “The Sensory Neuron as a Transformer: Permutation-Invariant Neural ... Each sensory neuron is an identical neural network that is not ...

Code for The Sensory Neuron as a Transformer - CatalyzeX

Explore all code implementations available for The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning.

hardmaru on X: "The Sensory Neuron as a Transformer: Permutation ...

The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning We explore RL agents that still work ...

Permutation-Invariant Neural Networks for Reinforcement Learning

... of sensory inputs. Here, we partition the visual ... The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning.

annotated_deep_learning_paper...

60+ Implementations/tutorials of deep learning papers with side-by-side notes ; including transformers (original, xl, switch, feedback, vit, .

Permutation-Invariant Neural Networks for Reinforcement Learnin

A Supplementary Material of The Sensory Neuron as a Transformer: 1. Permutation-Invariant Neural Networks for Reinforcement Learning. 2. A.1 Hyper-parameters. 3.

Building transformers from neurons and astrocytes - PNAS

In this work we hypothesize that neuron–astrocyte networks can naturally implement the core computation performed by the Transformer block in AI.

‪David Ha‬ - ‪Google Scholar‬

The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning. Y Tang, D Ha. Advances in Neural Information Processing ...

Transformers and Cortical Waves: Encoders for Pulling In Context ...

Could brain circuits implement an encoding strategy that is similar to that of transformers? The tactic of encoding many elements in a temporal sequence in ...