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 9761000 of 1161 papers

TitleStatusHype
Proximal Policy DistillationCode0
Defending Observation Attacks in Deep Reinforcement Learning via Detection and DenoisingCode0
Gradient Information Matters in Policy Optimization by Back-propagating through ModelCode0
Generative Actor-Critic: An Off-policy Algorithm Using the Push-forward ModelCode0
TEAC: Intergrating Trust Region and Max Entropy Actor Critic for Continuous ControlCode0
Which Model to Trust: Assessing the Influence of Models on the Performance of Reinforcement Learning Algorithms for Continuous Control TasksCode0
Learning with Expert Abstractions for Efficient Multi-Task Continuous ControlCode0
Balancing Value Underestimation and Overestimation with Realistic Actor-CriticCode0
Leveraging exploration in off-policy algorithms via normalizing flowsCode0
Adversarial Policy Optimization for Offline Preference-based Reinforcement LearningCode0
Zeroth-Order Actor-Critic: An Evolutionary Framework for Sequential Decision ProblemsCode0
Lipschitzness Is All You Need To Tame Off-policy Generative Adversarial Imitation LearningCode0
Live in the Moment: Learning Dynamics Model Adapted to Evolving PolicyCode0
Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Estimators for Reinforcement LearningCode0
Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Gradient Estimators for Reinforcement LearningCode0
Scalable Decision-Making in Stochastic Environments through Learned Temporal AbstractionCode0
Locally Persistent Exploration in Continuous Control Tasks with Sparse RewardsCode0
Collaborative Evolutionary Reinforcement LearningCode0
Optimizing Attention and Cognitive Control Costs Using Temporally-Layered ArchitecturesCode0
Logical Specifications-guided Dynamic Task Sampling for Reinforcement Learning AgentsCode0
Balancing Exploration and Exploitation in Hierarchical Reinforcement Learning via Latent Landmark GraphsCode0
Q-Pensieve: Boosting Sample Efficiency of Multi-Objective RL Through Memory Sharing of Q-SnapshotsCode0
General Policy Evaluation and Improvement by Learning to Identify Few But Crucial StatesCode0
Lyapunov-based Safe Policy Optimization for Continuous ControlCode0
Q-Prop: Sample-Efficient Policy Gradient with An Off-Policy CriticCode0
Show:102550
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Benchmark Results

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3TD3Return2,865Unverified
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8A2CReturn1,652Unverified
#ModelMetricClaimedVerifiedStatus
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5TD3 gSDEReturn2,353Unverified
6PPOReturn1,622Unverified
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8A2C gSDEReturn1,448Unverified
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