The paperHYPDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning discusses HYDRA, a creative framework that combines planning, cognitive control through RL, and reasoning for visual tasks.

• Utilizes LLMs for generating instruction samples and executable code.
• Its RL agent makes decisions dynamically to choose the best instructions.
• Adapts actions based on feedback from the historical state for reliable reasoning outputs.
• Demonstrates state-of-the-art performance on various datasets and VR tasks.

HYDRA exemplifies the blending of cognitive abilities with AI to imitate human-like visual reasoning. It underscores the potential of dynamic composition in achieving effective general reasoning and expanding AI’s competence in visual tasks.