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 301–325 of 1161 papers

TitleStatusHype
Continuous Control for High-Dimensional State Spaces: An Interactive Learning Approach—0
ACE : Off-Policy Actor-Critic with Causality-Aware Entropy Regularization—0
Multiagent Model-based Credit Assignment for Continuous Control—0
Continuous Control for Automated Lane Change Behavior Based on Deep Deterministic Policy Gradient Algorithm—0
Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization—0
Continual Reinforcement Learning with Diversity Exploration and Adversarial Self-Correction—0
AutoQD: Automatic Discovery of Diverse Behaviors with Quality-Diversity Optimization—0
A Minimaximalist Approach to Reinforcement Learning from Human Feedback—0
Evolutionary Diversity Optimization with Clustering-based Selection for Reinforcement Learning—0
Evolving Rewards to Automate Reinforcement Learning—0
Explicit Lipschitz Value Estimation Enhances Policy Robustness Against Perturbation—0
Factored Action Spaces in Deep Reinforcement Learning—0
First Go, then Post-Explore: the Benefits of Post-Exploration in Intrinsic Motivation—0
Adaptive Horizon Actor-Critic for Policy Learning in Contact-Rich Differentiable Simulation—0
Autonomous Learning of Features for Control: Experiments with Embodied and Situated Agents—0
ETGL-DDPG: A Deep Deterministic Policy Gradient Algorithm for Sparse Reward Continuous Control—0
Consolidation via Policy Information Regularization in Deep RL for Multi-Agent Games—0
AMBER: Adaptive Multi-Batch Experience Replay for Continuous Action Control—0
Evaluating model-based planning and planner amortization for continuous control—0
ConsisLoRA: Enhancing Content and Style Consistency for LoRA-based Style Transfer—0
Automating Curriculum Learning for Reinforcement Learning using a Skill-Based Bayesian Network—0
Automating Control of Overestimation Bias for Reinforcement Learning—0
Conservation Voltage Reduction (CVR) via Two-Timescale Control in Unbalanced Power Distribution Systems—0
All-Action Policy Gradient Methods: A Numerical Integration Approach—0
Error Controlled Actor-Critic Method to 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
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2MuZero UnpluggedReturn594.3—Unverified
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1SMuZeroReturn914.39—Unverified
2MuZero UnpluggedReturn869.9—Unverified
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1DrQReturn963—Unverified
2PlaNetReturn914—Unverified
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1DrQReturn921—Unverified
2PlaNetReturn890—Unverified
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2MuZero UnpluggedReturn759—Unverified
#ModelMetricClaimedVerifiedStatus
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2MuZero UnpluggedReturn887.2—Unverified
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