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Methods
> Reinforcement Learning
Reinforcement Learning
65 methods • 2454 papers with code
Policy Gradient Methods
PPO
122 papers with code
DDPG
94 papers with code
REINFORCE
94 papers with code
A2C
41 papers with code
TRPO
38 papers with code
See all 20 methods
Off-Policy TD Control
Q-Learning
724 papers with code
DQN
229 papers with code
Double Q-learning
60 papers with code
Clipped Double Q-learning
32 papers with code
Double DQN
20 papers with code
See all 14 methods
Q-Learning Networks
DQN
229 papers with code
Double DQN
20 papers with code
Dueling Network
17 papers with code
REM
8 papers with code
Rainbow DQN
5 papers with code
See all 9 methods
On-Policy TD Control
Sarsa
26 papers with code
Expected Sarsa
4 papers with code
TD Lambda
4 papers with code
True Online TD Lambda
Sarsa Lambda
See all 5 methods
Eligibility Traces
Eligibility Trace
9 papers with code
Accumulating Eligibility Trace
4 papers with code
Dutch Eligibility Trace
Replacing Eligibility Trace
See all 4 methods
Value Function Estimation
N-step Returns
17 papers with code
V-trace
14 papers with code
Retrace
9 papers with code
Stochastic Dueling Network
4 papers with code
See all 4 methods
Distributed Reinforcement Learning
Ape-X
8 papers with code
IMPALA
6 papers with code
DD-PPO
3 papers with code
APPO
1 papers with code
See all 4 methods
Heuristic Search Algorithms
GA
80 papers with code
Monte-Carlo Tree Search
69 papers with code
4D A*
1 papers with code
HFPSO
See all 4 methods
Board Game Models
AlphaZero
43 papers with code
MuZero
12 papers with code
TD-Gammon
1 papers with code
See all 3 methods
Replay Memory
Experience Replay
336 papers with code
Prioritized Experience Replay
55 papers with code
See all 2 methods
Randomized Value Functions
REM
8 papers with code
Noisy Linear Layer
7 papers with code
See all 2 methods
Video Game Models
CARLA
73 papers with code
AlphaStar
3 papers with code
See all 2 methods
Efficient Planning
Prioritized Sweeping
5 papers with code
See all 1 methods
Behaviour Policies
Epsilon Greedy Exploration
2 papers with code
See all 1 methods