Neural Tangents: Fast and Easy Infinite Neural Networks in Python

5 Dec 20191 code implementation

Neural Tangents is a library designed to enable research into infinite-width neural networks.

BAYESIAN INFERENCE

On the Complexity of Exploration in Goal-Driven Navigation

16 Nov 20181 code implementation

Next, we propose to measure the complexity of each environment by constructing dependency graphs between the goals and analytically computing \emph{hitting times} of a random walk in the graph.

On the Coherence of Fake News Articles

26 Jun 20191 code implementation

The generation and spread of fake news within new and online media sources is emerging as a phenomenon of high societal significance.

End-to-End Differentiable Physics for Learning and Control

NeurIPS 2018 1 code implementation

We present a differentiable physics engine that can be integrated as a module in deep neural networks for end-to-end learning.

Learning to Predict 3D Objects with an Interpolation-based Differentiable Renderer

NeurIPS 2019 1 code implementation

Many machine learning models operate on images, but ignore the fact that images are 2D projections formed by 3D geometry interacting with light, in a process called rendering.

You Only Look Twice: Rapid Multi-Scale Object Detection In Satellite Imagery

24 May 20182 code implementations

We further explore resolution and object size requirements by systematically testing the pipeline at decreasing resolution, and conclude that objects only ~5 pixels in size can still be localized with high confidence.

OBJECT DETECTION

An IoT Endpoint System-on-Chip for Secure and Energy-Efficient Near-Sensor Analytics

18 Dec 20163 code implementations

Near-sensor data analytics is a promising direction for IoT endpoints, as it minimizes energy spent on communication and reduces network load - but it also poses security concerns, as valuable data is stored or sent over the network at various stages of the analytics pipeline.

EEG FACE DETECTION SEIZURE DETECTION

Perturbative Neural Networks

CVPR 2018 3 code implementations

Convolutional neural networks are witnessing wide adoption in computer vision systems with numerous applications across a range of visual recognition tasks.

Deep Equilibrium Models

NeurIPS 2019 1 code implementation

We present a new approach to modeling sequential data: the deep equilibrium model (DEQ).

LANGUAGE MODELLING

Deep Equilibrium Models

NeurIPS 2019 1 code implementation

We present a new approach to modeling sequential data: the deep equilibrium model (DEQ).

LANGUAGE MODELLING