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Aaron Lou's Projects

cs294_homework icon cs294_homework

My solutions to Berkeley's CS294 (Deep Reinforcement Learning) Homework

darts icon darts

Differentiable architecture search for convolutional and recurrent networks

deq icon deq

[NeurIPS'19] Deep Equilibrium Models

dopamine icon dopamine

Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.

edm icon edm

Elucidating the Design Space of Diffusion-Based Generative Models (EDM)

expm icon expm

Differentiable and numerically stable implementation of expm

gan-q-learning icon gan-q-learning

Unofficial Implementation of GAN Q Learning https://arxiv.org/abs/1805.04874

hgcn icon hgcn

Hyperbolic Graph Convolutional Networks in PyTorch.

hyperbolictiling_learning icon hyperbolictiling_learning

Official implementation (learning part) for paper: Numerically Accurate Hyperbolic Embeddings Using Tiling-Based Models

pearl icon pearl

Prototypes for Every Applicable RL algorithm

pytorch icon pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

rl-halite icon rl-halite

A reinforcement learning agent for the game halite.io

sgd_tail_index icon sgd_tail_index

The codebase for the paper "A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks"

tensorforce icon tensorforce

TensorForce: A TensorFlow library for applied reinforcement learning

topologylayer icon topologylayer

A Topology Layer for Machine Learning : Persistent Homology + Features for PyTorch

torchdiffeq icon torchdiffeq

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.

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