Innovative AI Solutions for Decision Making

We specialize in advanced AI methodologies, enhancing decision-making through optimized representation learning, neuron pruning, and cross-task generalization for high-stakes applications.

A close-up of a tree's pruned branches against a clear blue sky. The branches are thick and rugged, showing signs of recent cutting at various points along the limbs.
A close-up of a tree's pruned branches against a clear blue sky. The branches are thick and rugged, showing signs of recent cutting at various points along the limbs.

Experimental Pipeline

A three-phase pipeline optimizing representation learning for decisions.

A tall bare tree with intricate branching patterns stands against a partly cloudy, blue sky. In the foreground, a dense hedge of green leaves contrasts with the tree. A white building with a sloped roof is partially visible, suggesting a suburban or park-like setting.
A tall bare tree with intricate branching patterns stands against a partly cloudy, blue sky. In the foreground, a dense hedge of green leaves contrasts with the tree. A white building with a sloped roof is partially visible, suggesting a suburban or park-like setting.
Representation Learning

Optimizing features using variational information bottleneck techniques.

A detailed figure of a small tree-like character with large expressive eyes, and green foliage sprouting from the top of its head. The figure appears to be sitting with one hand resting on its cheek, giving a thoughtful or curious expression. The background includes blurred elements of potted plants and foliage.
A detailed figure of a small tree-like character with large expressive eyes, and green foliage sprouting from the top of its head. The figure appears to be sitting with one hand resting on its cheek, giving a thoughtful or curious expression. The background includes blurred elements of potted plants and foliage.
Pathway Pruning

Greedy pruning removes neurons with low task-relevant impact.

A well-pruned, artistic pine tree stands in front of a traditional wooden building. The tree features multiple rounded clusters of foliage on a series of twisting, bare branches. The background shows wooden walls with windows, and a bright blue sky tops the scene.
A well-pruned, artistic pine tree stands in front of a traditional wooden building. The tree features multiple rounded clusters of foliage on a series of twisting, bare branches. The background shows wooden walls with windows, and a bright blue sky tops the scene.
A prairie dog stands upright, holding a piece of leafy green vegetation in its front paws, surrounded by a natural ground setting with patches of green plants and dirt.
A prairie dog stands upright, holding a piece of leafy green vegetation in its front paws, surrounded by a natural ground setting with patches of green plants and dirt.
Generalization Benchmark

Evaluating models on high-stakes, creative, and ethical tasks.

API Integration

Leveraging GPT-4 API for advanced decision-making applications.

Pipeline

Optimizing decision pathways for advanced AI models.

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