Memory-enhanced reinforcement learning architecture

Explore multimodal tasks powered by hybrid GPT-4 and innovative memory modules for enhanced accuracy.

A medical imaging device with a monitor displaying a user interface featuring multiple icons and buttons. The device is labeled 3D OCT Maestro by Topcon. There is also a black adjustable arm and other medical supplies in the background.
A medical imaging device with a monitor displaying a user interface featuring multiple icons and buttons. The device is labeled 3D OCT Maestro by Topcon. There is also a black adjustable arm and other medical supplies in the background.

Dataset

Multimodal tasks requiring long-term memory (e.g., medical diagnosis simulations).

A person wearing a smartwatch writes on a notepad while using a tablet that displays medical images. A stethoscope is positioned close by on a white desk, suggesting a medical setting.
A person wearing a smartwatch writes on a notepad while using a tablet that displays medical images. A stethoscope is positioned close by on a white desk, suggesting a medical setting.

Architecture

Hybrid GPT-4 + memory module (Transformer-based key-value store).

Two people in lab coats collaborate in an office setting. One is seated and pointing at a computer screen displaying medical images, while the other stands nearby holding a tablet. Large windows reveal a view of greenery outside, creating a bright and professional environment.
Two people in lab coats collaborate in an office setting. One is seated and pointing at a computer screen displaying medical images, while the other stands nearby holding a tablet. Large windows reveal a view of greenery outside, creating a bright and professional environment.
A large, modern medical imaging machine, possibly a CT scanner, is situated in a clean and well-lit medical room. The machine is white with grey accents and features a circular opening with a long table extending from it, which can slide the patient in for scanning. On the side of the scanner, there are control panels with digital displays and buttons.
A large, modern medical imaging machine, possibly a CT scanner, is situated in a clean and well-lit medical room. The machine is white with grey accents and features a circular opening with a long table extending from it, which can slide the patient in for scanning. On the side of the scanner, there are control panels with digital displays and buttons.

Experiments

Compare with GPT-3.5 and non-memory RL baselines.

API Usage

Dynamic fine-tuning with custom memory-enhanced loss functions.

gray computer monitor

Technical

Demonstrate GPT-4’s superiority in memory-augmented RL.

Societal

Reduce biases in high-stakes decisions (e.g., healthcare).

OpenAI

Insights into memory capacity expansion via fine-tuning

Insights

Innovative solutions for medical diagnosis simulations.

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