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 226250 of 1161 papers

TitleStatusHype
Time-Varying Propensity Score to Bridge the Gap between the Past and Present0
Action Noise in Off-Policy Deep Reinforcement Learning: Impact on Exploration and Performance0
Better Exploration with Optimistic Actor-Critic0
Curious Meta-Controller: Adaptive Alternation between Model-Based and Model-Free Control in Deep Reinforcement Learning0
CUER: Corrected Uniform Experience Replay for Off-Policy Continuous Deep Reinforcement Learning Algorithms0
An Efficient Continuous Control Perspective for Reinforcement-Learning-based Sequential Recommendation0
Distributional Actor-Critic Ensemble for Uncertainty-Aware Continuous Control0
Ctrl-Z: Recovering from Instability in Reinforcement Learning0
ABC-LMPC: Safe Sample-Based Learning MPC for Stochastic Nonlinear Dynamical Systems with Adjustable Boundary Conditions0
Crowdfunding Dynamics Tracking: A Reinforcement Learning Approach0
Benchmarking Smoothness and Reducing High-Frequency Oscillations in Continuous Control Policies0
Disentangling Dynamics and Returns: Value Function Decomposition with Future Prediction0
Cross-Episodic Curriculum for Transformer Agents0
Critic PI2: Master Continuous Planning via Policy Improvement with Path Integrals and Deep Actor-Critic Reinforcement Learning0
Analyzing the Impact of Class Transitions on the Design of Pattern Recognition-based Myoelectric Control Schemes0
Disentangling Transfer in Continual Reinforcement Learning0
Curriculum Offline Imitating Learning0
Analysis of potential flow networks: Variations in transport time with discrete, continuous, and selfish operation0
Corrected Soft Actor Critic for Continuous Control0
Data-driven battery operation for energy arbitrage using rainbow deep reinforcement learning0
Data Driven Control with Learned Dynamics: Model-Based versus Model-Free Approach0
ADER:Adapting between Exploration and Robustness for Actor-Critic Methods0
Data-efficient Deep Reinforcement Learning for Dexterous Manipulation0
COPlanner: Plan to Roll Out Conservatively but to Explore Optimistically for Model-Based RL0
Behavior Regularized Offline Reinforcement Learning0
Show:102550
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Benchmark Results

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2TD3 gSDEReturn3,267Unverified
3TD3Return2,865Unverified
4SACReturn2,859Unverified
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8A2CReturn1,967Unverified
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2SAC gSDEReturn2,850Unverified
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5TD3 gSDEReturn2,578Unverified
6PPOReturn2,254Unverified
7A2C + gSDEReturn2,028Unverified
8A2CReturn1,652Unverified
#ModelMetricClaimedVerifiedStatus
1SAC gSDEReturn2,646Unverified
2PPO gSDEReturn2,508Unverified
3SACReturn2,477Unverified
4TD3Return2,470Unverified
5TD3 gSDEReturn2,353Unverified
6PPOReturn1,622Unverified
7A2CReturn1,559Unverified
8A2C gSDEReturn1,448Unverified
#ModelMetricClaimedVerifiedStatus
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2SACReturn2,215Unverified
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6PPOReturn1,238Unverified
7A2C gSDEReturn694Unverified
8A2CReturn443Unverified
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