Brain Research (brain-research)

Brain Research

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Brain Research's repositories

realistic-ssl-evaluation

Open source release of the evaluation benchmark suite described in "Realistic Evaluation of Deep Semi-Supervised Learning Algorithms"

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guided-evolutionary-strategies

Guided Evolutionary Strategies

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acai

Code for "Understanding and Improving Interpolation in Autoencoders via an Adversarial Regularizer"

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mpnn

Open source implementation of "Neural Message Passing for Quantum Chemistry"

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tensorfuzz

A library for performing coverage guided fuzzing of neural networks

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nngp

Deep neural network kernel for Gaussian process

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l2hmc

TensorFlow implementation for training MCMC samplers from the paper: Generalizing Hamiltonian Monte Carlo with Neural Network

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deep-molecular-massspec

Mass Spectrometry for Small Molecules using Deep Learning

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long-term-video-prediction-without-supervision

Implementation of Hierarchical Long-term Video Prediction without Supervision

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data-linter

The Data Linter identifies potential issues (lints) in your ML training data.

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conv-sv

The Singular Values of Convolutional Layers

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ncp

Reliable Uncertainty Estimates in Deep Neural Networks using Noise Contrastive Priors

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hol-light

Patched version of HOL Light with tactic logging for machine learning purposes

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mirage-rl

Code to reproduce the experiments in The Mirage of Action-Dependent Baselines in Reinforcement Learning.

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LeaveNoTrace

Leave No Trace is an algorithm for safe reinforcement learning.

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wip-lambada-lm

LSTM language model on LAMBADA dataset

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hyperbolictext

TensorFlow source code for learning embeddings of text sequences in an unsupervised manner.

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wip-constrained-extractor

Work in progress inference, learning, and evaluation code for extractive summarization.

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flying-shapes

A potentially infinite dataset of coloured shapes which bounce around on a black background.

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mirage-rl-trpo

Fork of https://github.com/ikostrikov/pytorch-trpo with modifications for the paper "The Mirage of Action-Dependent Baselines in Reinforcement Learning".

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mirage-rl-bpttv

Fork of https://github.com/wgrathwohl/BackpropThroughTheVoidRL with modifications for the paper "The Mirage of Action-Dependent Baselines in Reinforcement Learning".

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mirage-rl-qprop

Fork of https://github.com/s…ixiang/rllabplusplus with modifications for the paper "The Mirage of Action-Dependent Baselines in Reinforcement Learning".

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mirage-rl-stein

Fork of https://github.com/DartML/PPO-Stein-Control-Variate with modifications for the paper "The Mirage of Action-Dependent Baselines in Reinforcement Learning".

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