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OpenAI Gym

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OpenAI Gym

5 Jun 2016openai/gym

OpenAI Gym is a toolkit for reinforcement learning research.

OPENAI GYM

Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning

1 Oct 2019google/trax

In this paper, we aim to develop a simple and scalable reinforcement learning algorithm that uses standard supervised learning methods as subroutines.

CONTINUOUS CONTROL OPENAI GYM

Addressing Function Approximation Error in Actor-Critic Methods

ICML 2018 facebookresearch/ReAgent

In value-based reinforcement learning methods such as deep Q-learning, function approximation errors are known to lead to overestimated value estimates and suboptimal policies.

OPENAI GYM Q-LEARNING

BindsNET: A machine learning-oriented spiking neural networks library in Python

4 Jun 2018Hananel-Hazan/bindsnet

In this paper, we describe a new Python package for the simulation of spiking neural networks, specifically geared towards machine learning and reinforcement learning.

OPENAI GYM

TorchBeast: A PyTorch Platform for Distributed RL

8 Oct 2019facebookresearch/torchbeast

TorchBeast is a platform for reinforcement learning (RL) research in PyTorch.

OPENAI GYM

Deep Reinforcement Learning with Feedback-based Exploration

14 Mar 2019pemami4911/deep-rl

We employ binary corrective feedback as a general and intuitive manner to incorporate human intuition and domain knowledge in model-free machine learning.

CONTINUOUS CONTROL OPENAI GYM

gym-gazebo2, a toolkit for reinforcement learning using ROS 2 and Gazebo

14 Mar 2019AcutronicRobotics/gym-gazebo2

This paper presents an upgraded, real world application oriented version of gym-gazebo, the Robot Operating System (ROS) and Gazebo based Reinforcement Learning (RL) toolkit, which complies with OpenAI Gym.

OPENAI GYM TRANSFER REINFORCEMENT LEARNING

Flappy Hummingbird: An Open Source Dynamic Simulation of Flapping Wing Robots and Animals

25 Feb 2019purdue-biorobotics/flappy

Here, we present an open source high fidelity dynamic simulation for FWMAVs to serve as a testbed for the design, optimization and flight control of FWMAVs.

OPENAI GYM

MVFST-RL: An Asynchronous RL Framework for Congestion Control with Delayed Actions

9 Oct 2019facebookresearch/mvfst-rl

This is largely an artifact of building on top of frameworks designed for RL in games (e. g. OpenAI Gym).

NETWORK CONGESTION CONTROL OPENAI GYM