SOTAVerified

Continuous Control

Continuous control in the context of playing games, especially within artificial intelligence (AI) and machine learning (ML), refers to the ability to make a series of smooth, ongoing adjustments or actions to control a game or a simulation. This is in contrast to discrete control, where the actions are limited to a set of specific, distinct choices. Continuous control is crucial in environments where precision, timing, and the magnitude of actions matter, such as driving a car in a racing game, controlling a character in a simulation, or managing the flight of an aircraft in a flight simulator.

Papers

Showing 326–350 of 1161 papers

TitleStatusHype
ACE: An Actor Ensemble Algorithm for Continuous Control with Tree Search—0
Fast Lifelong Adaptive Inverse Reinforcement Learning from Demonstrations—0
Composing Complex Skills by Learning Transition Policies with Proximity Reward Induction—0
Compatible Natural Gradient Policy Search—0
Augmented Random Search for Quadcopter Control: An alternative to Reinforcement Learning—0
Comparing Deep Reinforcement Learning and Evolutionary Methods in Continuous Control—0
Improving Reinforcement Learning Efficiency with Auxiliary Tasks in Non-Visual Environments: A Comparison—0
Attraction-Repulsion Actor-Critic for Continuous Control Reinforcement Learning—0
Adaptive Experience Selection for Policy Gradient—0
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming—0
Attitude Control of Highly Maneuverable Aircraft Using an Improved Q-learning—0
CoMic: Co-Training and Mimicry for Reusable Skills—0
Exploring Pessimism and Optimism Dynamics in Deep Reinforcement Learning—0
Combine PPO with NES to Improve Exploration—0
DynaMITE-RL: A Dynamic Model for Improved Temporal Meta-Reinforcement Learning—0
Aggressive Q-Learning with Ensembles: Achieving Both High Sample Efficiency and High Asymptotic Performance—0
FaceDirector: Continuous Control of Facial Performance in Video—0
COLREG-Compliant Collision Avoidance for Unmanned Surface Vehicle using Deep Reinforcement Learning—0
Dynamic Modeling and Control for an Offshore Semisubmersible Floating Wind Turbine—0
Dynamic Exploitation Gaussian Bare-Bones Bat Algorithm for Optimal Reactive Power Dispatch to Improve the Safety and Stability of Power System—0
Combining Model-based and Model-free RL via Multi-step Control Variates—0
Edge Delayed Deep Deterministic Policy Gradient: efficient continuous control for edge scenarios—0
Effects of Conservatism on Offline Learning—0
Compactly Restrictable Metric Policy Optimization Problems—0
A Game Theoretic Perspective on Model-Based Reinforcement Learning—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAC gSDEReturn3,459—Unverified
2TD3 gSDEReturn3,267—Unverified
3TD3Return2,865—Unverified
4SACReturn2,859—Unverified
5PPO gSDEReturn2,587—Unverified
6A2C gSDEReturn2,560—Unverified
7PPOReturn2,160—Unverified
8A2CReturn1,967—Unverified
#ModelMetricClaimedVerifiedStatus
1SACReturn2,883—Unverified
2SAC gSDEReturn2,850—Unverified
3PPO + gSDEReturn2,760—Unverified
4TD3Return2,687—Unverified
5TD3 gSDEReturn2,578—Unverified
6PPOReturn2,254—Unverified
7A2C + gSDEReturn2,028—Unverified
8A2CReturn1,652—Unverified
#ModelMetricClaimedVerifiedStatus
1SAC gSDEReturn2,646—Unverified
2PPO gSDEReturn2,508—Unverified
3SACReturn2,477—Unverified
4TD3Return2,470—Unverified
5TD3 gSDEReturn2,353—Unverified
6PPOReturn1,622—Unverified
7A2CReturn1,559—Unverified
8A2C gSDEReturn1,448—Unverified
#ModelMetricClaimedVerifiedStatus
1SAC gSDEReturn2,341—Unverified
2SACReturn2,215—Unverified
3TD3Return2,106—Unverified
4TD3 gSDEReturn1,989—Unverified
5PPO gSDEReturn1,776—Unverified
6PPOReturn1,238—Unverified
7A2C gSDEReturn694—Unverified
8A2CReturn443—Unverified
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2SLACReturn700—Unverified
3DrQReturn660—Unverified
4PlaNetReturn650—Unverified
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1SMuZeroReturn998.14—Unverified
2DREAMERReturn853—Unverified
#ModelMetricClaimedVerifiedStatus
1SMuZeroReturn868.87—Unverified
2MuZero UnpluggedReturn594.3—Unverified
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1SMuZeroReturn914.39—Unverified
2MuZero UnpluggedReturn869.9—Unverified
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1DrQReturn963—Unverified
2PlaNetReturn914—Unverified
#ModelMetricClaimedVerifiedStatus
1DrQReturn921—Unverified
2PlaNetReturn890—Unverified
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1SMuZeroReturn963.07—Unverified
2MuZero UnpluggedReturn759—Unverified
#ModelMetricClaimedVerifiedStatus
1SMuZeroReturn987.79—Unverified
2MuZero UnpluggedReturn887.2—Unverified
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1TRPOScore-61.7—Unverified
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