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01/13/2023
Laser: Latent Set Representations for 3D Generative Modeling
NeRF provides unparalleled fidelity of novel view synthesis: rendering a...
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10/20/2022
Solving Reasoning Tasks with a Slot Transformer
The ability to carve the world into useful abstractions in order to reas...
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03/16/2022
Object discovery and representation networks
The promise of self-supervised learning (SSL) is to leverage large amoun...
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02/22/2022
Hierarchical Perceiver
General perception systems such as Perceivers can process arbitrary moda...
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07/30/2021
Perceiver IO: A General Architecture for Structured Inputs Outputs
The recently-proposed Perceiver model obtains good results on several do...
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06/07/2021
SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition
To help agents reason about scenes in terms of their building blocks, we...
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04/01/2021
NeRF-VAE: A Geometry Aware 3D Scene Generative Model
We propose NeRF-VAE, a 3D scene generative model that incorporates geome...
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12/04/2019
Towards Robust Image Classification Using Sequential Attention Models
In this paper we propose to augment a modern neural-network architecture...
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06/06/2019
Towards Interpretable Reinforcement Learning Using Attention Augmented Agents
Inspired by recent work in attention models for image captioning and que...
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03/01/2019
Multi-Object Representation Learning with Iterative Variational Inference
Human perception is structured around objects which form the basis for o...
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04/12/2018
Learned Deformation Stability in Convolutional Neural Networks
Conventional wisdom holds that interleaved pooling layers in convolution...
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01/24/2018
Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents
Psychlab is a simulated psychology laboratory inside the first-person 3D...
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01/08/2018
LaVAN: Localized and Visible Adversarial Noise
Most works on adversarial examples for deep-learning based image classif...
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06/05/2017
Visual Interaction Networks
From just a glance, humans can make rich predictions about the future st...
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12/04/2015
