4.6 Article

Deterministic policy optimization with clipped value expansion and long-horizon planning

Related references

Note: Only part of the references are listed.
Article Computer Science, Artificial Intelligence

Deep-reinforcement-learning-based images segmentation for quantitative analysis of gold immunochromatographic strip *

Nianyin Zeng et al.

Summary: This paper presents a novel image segmentation method based on deep reinforcement learning for quantitative analysis of Gold Immunochromatographic Strips (GICS). Experimental results demonstrate that the proposed method outperforms existing image segmentation methods in distinguishing between the test line and control line on GICS images.

NEUROCOMPUTING (2021)

Article Computer Science, Artificial Intelligence

PALO bounds for reinforcement learning in partially observable stochastic games

Roi Ceren et al.

Summary: This article generalizes reinforcement learning under partial observability to self-interested and cooperative multiagent settings in the context of partially observable stochastic games (POSG). Three new templates are proposed for multiagent reinforcement learning in POSGs, each addressing different aspects of interactions between agents, prediction of other agents' actions, and factorization of rewards. These templates aim to improve sample efficiency and demonstrate superior performance compared to previous baselines in benchmark domains.

NEUROCOMPUTING (2021)

Article Computer Science, Artificial Intelligence

Reducing human efforts in video segmentation annotation with reinforcement learning

Viktor Varga et al.

NEUROCOMPUTING (2020)

Article Computer Science, Artificial Intelligence

A Novel Particle Swarm Optimization Approach for Patient Clustering From Emergency Departments

Weibo Liu et al.

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION (2019)

Article Computer Science, Artificial Intelligence

Revisiting the Arcade Learning Environment: Evaluation Protocols and Open Problems for General Agents

Marlos C. Machado et al.

JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH (2018)

Article Multidisciplinary Sciences

Mastering the game of Go without human knowledge

David Silver et al.

NATURE (2017)

Article Automation & Control Systems

Path planning for intelligent robot based on switching local evolutionary PSO algorithm

Nianyin Zeng et al.

ASSEMBLY AUTOMATION (2016)

Article Multidisciplinary Sciences

Mastering the game of Go with deep neural networks and tree search

David Silver et al.

NATURE (2016)

Article Computer Science, Artificial Intelligence

Temporally extended features in model-based reinforcement learning with partial observability

Robert Lieck et al.

NEUROCOMPUTING (2016)

Article Computer Science, Artificial Intelligence

Gaussian Processes for Data-Efficient Learning in Robotics and Control

Marc Peter Deisenroth et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2015)

Article Engineering, Civil

Aleatory or epistemic? Does it matter?

Armen Der Kiureghian et al.

STRUCTURAL SAFETY (2009)