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 851900 of 1161 papers

TitleStatusHype
Reward Tweaking: Maximizing the Total Reward While Planning for Short Horizons0
Maximum Entropy Reinforcement Learning with Mixture Policies0
Max-Plus Matching Pursuit for Deterministic Markov Decision Processes0
Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning0
Measuring Progress in Deep Reinforcement Learning Sample Efficiency0
Memory Sequence Length of Data Sampling Impacts the Adaptation of Meta-Reinforcement Learning Agents0
MESA: Offline Meta-RL for Safe Adaptation and Fault Tolerance0
Meta Attention For Off-Policy Actor-Critic0
Meta-Learning for Multi-objective Reinforcement Learning0
Meta-Model-Based Meta-Policy Optimization0
Meta Reinforcement Learning with Successor Feature Based Context0
Minimum Description Length Control0
Mix-ME: Quality-Diversity for Multi-Agent Learning0
MO2: Model-Based Offline Options0
Model-based Lookahead Reinforcement Learning0
Model-based Offline Imitation Learning with Non-expert Data0
Model-Based Safe Reinforcement Learning with Time-Varying State and Control Constraints: An Application to Intelligent Vehicles0
Model-Based Value Estimation for Efficient Model-Free Reinforcement Learning0
Model-free Learning Control of Nonlinear Stochastic Systems with Stability Guarantee0
Model-Free Linear Quadratic Control via Reduction to Expert Prediction0
Modeling the Interaction between Agents in Cooperative Multi-Agent Reinforcement Learning0
Model-Invariant State Abstractions for Model-Based Reinforcement Learning0
Mollification Effects of Policy Gradient Methods0
Monte Carlo Augmented Actor-Critic for Sparse Reward Deep Reinforcement Learning from Suboptimal Demonstrations0
Monte Carlo Beam Search for Actor-Critic Reinforcement Learning in Continuous Control0
More Control for Free! Image Synthesis with Semantic Diffusion Guidance0
Motion Perception in Reinforcement Learning with Dynamic Objects0
Multi-agent Policy Reciprocity with Theoretical Guarantee0
Multi-Agent Reinforcement Learning in Cournot Games0
Multi-Agent Reinforcement Learning with Multi-Step Generative Models0
Multi-batch Reinforcement Learning via Sample Transfer and Imitation Learning0
Multi-Issue Bargaining With Deep Reinforcement Learning0
Evolving Pareto-Optimal Actor-Critic Algorithms for Generalizability and Stability0
Multiscale Sensor Fusion and Continuous Control with Neural CDEs0
Multi-Source Transfer Learning for Deep Model-Based Reinforcement Learning0
Multi-step Greedy Policies in Model-Free Deep Reinforcement Learning0
Multi-step Greedy Reinforcement Learning Algorithms0
Multi-task Learning for Continuous Control0
NADPEx: An on-policy temporally consistent exploration method for deep reinforcement learning0
Nested Mixture of Experts: Cooperative and Competitive Learning of Hybrid Dynamical System0
Neural Architecture Evolution in Deep Reinforcement Learning for Continuous Control0
Neural Lyapunov Model Predictive Control0
Neural Simplex Architecture0
NoiseNCA: Noisy Seed Improves Spatio-Temporal Continuity of Neural Cellular Automata0
Noisy Spiking Actor Network for Exploration0
Normality-Guided Distributional Reinforcement Learning for Continuous Control0
Obstacle Avoidance for UAS in Continuous Action Space Using Deep Reinforcement Learning0
ODE-based Recurrent Model-free Reinforcement Learning for POMDPs0
Off-Dynamics Inverse Reinforcement Learning from Hetero-Domain0
Offline Actor-Critic Reinforcement Learning Scales to Large Models0
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Benchmark Results

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8A2CReturn1,652Unverified
#ModelMetricClaimedVerifiedStatus
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3SACReturn2,477Unverified
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8A2CReturn443Unverified
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