Policy Search

Analyzing non-Markovian decision processes and proposing a new algorithm.

A man in a suit stands over a tabletop filled with colorful game pieces. The lighting is dim, creating a dramatic and contemplative atmosphere. His hands are clasped in front of him, and he appears to be deep in thought.

A man in a suit stands over a tabletop filled with colorful game pieces. The lighting is dim, creating a dramatic and contemplative atmosphere. His hands are clasped in front of him, and he appears to be deep in thought.

Experimental Validation

Conducting experiments to validate algorithm performance in various tasks.

A person wearing tactical gear and a helmet is walking through a grassy area with scattered bare branches. They carry a paintball gun and are dressed in dark clothing with a red armband. The background includes a fence and several trees.

A person wearing tactical gear and a helmet is walking through a grassy area with scattered bare branches. They carry a paintball gun and are dressed in dark clothing with a red armband. The background includes a fence and several trees.

Comparative Analysis

Evaluating efficiency and accuracy against traditional Markov methods.

A dirt path surrounded by trees leads through a forested area. Two monkeys play in the center of the path, while another monkey is perched on a nearby fence. The trees have sparse foliage, and the lighting suggests late afternoon or early evening.

A dirt path surrounded by trees leads through a forested area. Two monkeys play in the center of the path, while another monkey is perched on a nearby fence. The trees have sparse foliage, and the lighting suggests late afternoon or early evening.

Algorithms

Exploring non-Markovian decision processes through theoretical and experimental validation.

A man is wearing a letterman jacket and holding onto a pole. He looks downward with a contemplative expression. The background features blurred brown foliage, suggesting an outdoor setting.

A man is wearing a letterman jacket and holding onto a pole. He looks downward with a contemplative expression. The background features blurred brown foliage, suggesting an outdoor setting.

A person in a blue jacket walks through a lush, green park with large trees and a grassy path. In the distance, a dog is playing near a tree. The scene is bright and filled with natural light, suggesting a pleasant day.

A person in a blue jacket walks through a lush, green park with large trees and a grassy path. In the distance, a dog is playing near a tree. The scene is bright and filled with natural light, suggesting a pleasant day.

A small monkey with yellow and black fur is bent over on a forest floor covered with brown leaves, engaging in picking or foraging activity.

A small monkey with yellow and black fur is bent over on a forest floor covered with brown leaves, engaging in picking or foraging activity.