Reinforcement Learning

99 methods • 4651 papers with code

Policy Gradient Methods

PPO

249 papers with code

DDPG

162 papers with code

REINFORCE

139 papers with code

TD3

66 papers with code

A2C

60 papers with code

See all 24 methods

Off-Policy TD Control

Q-Learning

1197 papers with code

DQN

373 papers with code

Double Q-learning

94 papers with code

Clipped Double Q-learning

72 papers with code

Double DQN

35 papers with code

See all 16 methods

Q-Learning Networks

DQN

373 papers with code

Double DQN

35 papers with code

REM

23 papers with code

Dueling Network

20 papers with code

Rainbow DQN

8 papers with code

See all 10 methods

Value Function Estimation

HOC

234 papers with code

V-trace

27 papers with code

Retrace

23 papers with code

N-step Returns

22 papers with code

Stochastic Dueling Network

9 papers with code

See all 7 methods

Distributed Reinforcement Learning

IMPALA

14 papers with code

Ape-X

9 papers with code

DD-PPO

7 papers with code

SEED RL

2 papers with code

APPO

1 papers with code

See all 7 methods

Reinforcement Learning Frameworks

SCST

11 papers with code

MushroomRL

1 papers with code

Blue River Controls

1 papers with code

myGym

1 papers with code

See all 7 methods

Heuristic Search Algorithms

GA

158 papers with code

Monte-Carlo Tree Search

111 papers with code

Firefly algorithm

15 papers with code

4D A*

1 papers with code

IGSA

1 papers with code

See all 6 methods

On-Policy TD Control

Sarsa

38 papers with code

TD Lambda

9 papers with code

Expected Sarsa

7 papers with code

True Online TD Lambda

Sarsa Lambda

See all 5 methods

Imitation Learning Methods

Parrot

4 papers with code

PWIL

3 papers with code

IQ-Learn

2 papers with code

CLIPort

2 papers with code

b2b transfer learning

1 papers with code

See all 5 methods

Board Game Models

AlphaZero

65 papers with code

MuZero

30 papers with code

TD-Gammon

2 papers with code

See all 4 methods

Eligibility Traces

Eligibility Trace

10 papers with code

Accumulating Eligibility Trace

10 papers with code

Dutch Eligibility Trace

Replacing Eligibility Trace

See all 4 methods

Behaviour Policies

Go-Explore

14 papers with code

Epsilon Greedy Exploration

3 papers with code

See all 4 methods

Offline Reinforcement Learning Methods

R2D2

12 papers with code

IQL

4 papers with code

Fisher-BRC

1 papers with code

See all 3 methods

Replay Memory

Experience Replay

611 papers with code

Prioritized Experience Replay

96 papers with code

See all 2 methods

Efficient Planning

Prioritized Sweeping

5 papers with code

See all 2 methods

Randomized Value Functions

REM

23 papers with code

Noisy Linear Layer

10 papers with code

See all 2 methods

Video Game Models

CARLA

221 papers with code

AlphaStar

7 papers with code

See all 2 methods

RL Transformers

GTrXL

2 papers with code

CoBERL

1 papers with code

See all 2 methods

Motion Control

PPMC

1 papers with code

See all 2 methods

Exploration Strategies

gSDE

1 papers with code

See all 1 methods

Policy Evaluation

KOVA

1 papers with code

See all 1 methods

State Similarity Metrics

Policy Similarity Metric

1 papers with code

See all 1 methods

Bayesian Reinforcement Learning

Bayesian REX

1 papers with code

See all 1 methods

Path Planning

PPMC

1 papers with code

See all 1 methods

Actor-Critic Algorithms

FORK

1 papers with code

See all 1 methods

Environment Design Methods

Protagonist Antagonist Induced Regret Environment Design

1 papers with code

See all 1 methods

Density Ratio Learning

GradientDICE

1 papers with code

See all 1 methods

Card Game Models

DouZero

2 papers with code

See all 1 methods