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Dhruv Sreenivas's Projects

acme icon acme

A library of reinforcement learning components and agents.

amp_extensions icon amp_extensions

Extension of AMP framework (https://github.com/xbpeng/DeepMimic) to include gym environment. Also, adapted code from MILO (https://github.com/jdchang1/milo) to test on AMP framework.

amp_milo icon amp_milo

Model based offline imitation learning on AMP tasks.

byol-offline icon byol-offline

Bootstrap your own latent (BYOL) methods in offline reinforcement learning

deepmimic icon deepmimic

Motion imitation with deep reinforcement learning.

dm_control icon dm_control

DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

dqn_zoo icon dqn_zoo

DQN Zoo is a collection of reference implementations of reinforcement learning agents developed at DeepMind based on the Deep Q-Network (DQN) agent.

dril icon dril

Disagreement-Regularized Imitation Learning

iq-learn icon iq-learn

(NeurIPS '21 Spotlight) IQ-Learn: Inverse Q-Learning for Imitation

lightatac-rlhf icon lightatac-rlhf

A lightweight reimplementation of Adversarially Trained Actor Critic

offlinerl-kit icon offlinerl-kit

An elegant PyTorch offline reinforcement learning library for researchers.

pillbox icon pillbox

Contains implementation of AdVIL, AdRIL, and DAeQuIL algorithms from the ICML '21 Paper Of Moments and Matching.

pytorch-a2c-trpo-ppo-acktr-gail icon pytorch-a2c-trpo-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

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