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slee01's Projects

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

carla-rl icon carla-rl

Reinforcement Learning Agents Trained in the CARLA Simulator

d4rl icon d4rl

A benchmark for offline reinforcement learning.

dads icon dads

Code for 'Dynamics-Aware Unsupervised Discovery of Skills' (DADS). Enables skill discovery without supervision, which can be combined with model-based control.

deep-rl icon deep-rl

Collection of Deep Reinforcement Learning algorithms

furniture icon furniture

IKEA Furniture Assembly Environment for Long-Horizon Complex Manipulation Tasks

highway-env icon highway-env

A minimalist environment for decision-making in autonomous driving

leavenotrace icon leavenotrace

Leave No Trace is an algorithm for safe reinforcement learning.

overcoming-exploration-from-demos icon overcoming-exploration-from-demos

Implementation of the paper "Overcoming Exploration in Reinforcement Learning with Demonstrations" Nair et al. over the HER baselines from OpenAI

oyster icon oyster

Implementation of Efficient Off-policy Meta-learning via Probabilistic Context Variables (PEARL)

pytorch-maml-rl icon pytorch-maml-rl

Reinforcement Learning with Model-Agnostic Meta-Learning in Pytorch

rlkit icon rlkit

Collection of reinforcement learning algorithms

rlpyt icon rlpyt

Reinforcement Learning in PyTorch

variational_discriminator_bottleneck icon variational_discriminator_bottleneck

Implementation (with some experimentation) of the paper titled "VARIATIONAL DISCRIMINATOR BOTTLENECK: IMPROVING IMITATION LEARNING, INVERSE RL, AND GANS BY CONSTRAINING INFORMATION FLOW" (arxiv -> https://arxiv.org/pdf/1810.00821.pdf)

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