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 651700 of 1161 papers

TitleStatusHype
Proximal Policy Optimization with Continuous Bounded Action Space via the Beta Distribution0
Robust Dynamic Bus Control: A Distributional Multi-agent Reinforcement Learning Approach0
Off-Policy Correction for Deep Deterministic Policy Gradient Algorithms via Batch Prioritized Experience Replay0
Adjacency constraint for efficient hierarchical reinforcement learning0
Context Meta-Reinforcement Learning via NeuromodulationCode0
Dream to Explore: Adaptive Simulations for Autonomous Systems0
Automating Control of Overestimation Bias for Reinforcement Learning0
Which Model to Trust: Assessing the Influence of Models on the Performance of Reinforcement Learning Algorithms for Continuous Control TasksCode0
Fully Distributed Actor-Critic Architecture for Multitask Deep Reinforcement Learning0
Off-policy Reinforcement Learning with Optimistic Exploration and Distribution Correction0
Is High Variance Unavoidable in RL? A Case Study in Continuous Control0
Off-Dynamics Inverse Reinforcement Learning from Hetero-Domain0
Balancing Value Underestimation and Overestimation with Realistic Actor-CriticCode0
Continuous Control with Action Quantization from Demonstrations0
Offline Reinforcement Learning with Soft Behavior Regularization0
Braxlines: Fast and Interactive Toolkit for RL-driven Behavior Engineering beyond Reward Maximization0
Evaluating model-based planning and planner amortization for continuous control0
Learning Pessimism for Robust and Efficient Off-Policy Reinforcement Learning0
Decentralized Cross-Entropy Method for Model-Based Reinforcement Learning0
Distributional Decision Transformer for Hindsight Information Matching0
Gradient Information Matters in Policy Optimization by Back-propagating through ModelCode0
State-Only Imitation Learning by Trajectory Distribution Matching0
Imitation Learning from Pixel Observations for Continuous Control0
SPLID: Self-Imitation Policy Learning through Iterative Distillation0
Effects of Conservatism on Offline Learning0
Why so pessimistic? Estimating uncertainties for offline RL through ensembles, and why their independence matters.0
Graph-Enhanced Exploration for Goal-oriented Reinforcement Learning0
Joint Self-Supervised Learning for Vision-based Reinforcement Learning0
Multi-batch Reinforcement Learning via Sample Transfer and Imitation Learning0
An Experimental Design Perspective on Exploration in Reinforcement Learning0
Generalizing Successor Features to continuous domains for Multi-task Learning0
Evaluating Robustness of Cooperative MARL0
Evolutionary Diversity Optimization with Clustering-based Selection for Reinforcement Learning0
Reward Shifting for Optimistic Exploration and Conservative Exploitation0
Transformers are Meta-Reinforcement Learners0
Improving Safety in Deep Reinforcement Learning using Unsupervised Action Planning0
Faster Reinforcement Learning with Value Target Lower Bounding0
Fight fire with fire: countering bad shortcuts in imitation learning with good shortcuts0
Meta Attention For Off-Policy Actor-Critic0
Exploring More When It Needs in Deep Reinforcement Learning0
Improved Soft Actor-Critic: Mixing Prioritized Off-Policy Samples with On-Policy Experience0
Parameter-free Reduction of the Estimation Bias in Deep Reinforcement Learning for Deterministic Policy GradientsCode0
Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic MethodsCode0
Federated Ensemble Model-based Reinforcement Learning in Edge Computing0
Membership Inference Attacks Against Temporally Correlated Data in Deep Reinforcement Learning0
ADER:Adapting between Exploration and Robustness for Actor-Critic Methods0
Error Controlled Actor-CriticCode0
Photonic Quantum Policy Learning in OpenAI Gym0
HAC Explore: Accelerating Exploration with Hierarchical Reinforcement Learning0
Imitation Learning by Reinforcement LearningCode0
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Benchmark Results

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