A group of monkeys foraging for food on stone steps, with scattered brown seeds or nuts around them. A small, curious monkey is in the center, surrounded by larger ones, all with varying shades of brown fur.
A group of monkeys foraging for food on stone steps, with scattered brown seeds or nuts around them. A small, curious monkey is in the center, surrounded by larger ones, all with varying shades of brown fur.

The expected outcomes of this research include: 1) Proposing a policy search algorithm suitable for non-Markovian decision processes, providing a more efficient solution for complex decision-making problems; 2) Validating the advantages of this algorithm in capturing historical dependencies and improving decision-making efficiency, offering a basis for practical applications; 3) Identifying the limitations of the algorithm and proposing optimization directions, promoting further development in related fields. These outcomes will help improve the research level of non-Markovian decision processes, advance the application of AI systems in complex tasks, and provide experimental data and application scenarios for the further optimization of OpenAI models.

A monkey with a white face and dark brown fur is climbing a tree. Its expression appears contemplative or curious as it holds onto branches amidst a dense, green forest background.
A monkey with a white face and dark brown fur is climbing a tree. Its expression appears contemplative or curious as it holds onto branches amidst a dense, green forest background.

Research

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

A monkey sits on a dirt path in a park, surrounded by trees. The path is lined with greenery and stretches into the distance. A person walks away in the background, creating a sense of depth in the scene.
A monkey sits on a dirt path in a park, surrounded by trees. The path is lined with greenery and stretches into the distance. A person walks away in the background, creating a sense of depth in the scene.
A monkey with distinctive black and white facial markings and a reddish patch on its back sits amid lush green leaves. It clutches a branch with both hands, appearing alert and thoughtful.
A monkey with distinctive black and white facial markings and a reddish patch on its back sits amid lush green leaves. It clutches a branch with both hands, appearing alert and thoughtful.

Innovative Research Solutions

Exploring non-Markovian decision processes through theoretical analysis and experimental validation for enhanced policy search algorithms.

A monkey standing upright on grassy ground with dense foliage and trees in the background. The monkey is positioned near the edge of what appears to be a car door frame.
A monkey standing upright on grassy ground with dense foliage and trees in the background. The monkey is positioned near the edge of what appears to be a car door frame.
A monkey is walking on grass beneath a structure supported by metal poles. In the background, there are painted walls depicting a natural landscape, including trees and rocks. The foreground is dominated by vibrant green grass.
A monkey is walking on grass beneath a structure supported by metal poles. In the background, there are painted walls depicting a natural landscape, including trees and rocks. The foreground is dominated by vibrant green grass.
Research

Innovative algorithms for non-Markovian decision processes.

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