Gravitational Lensing Mechanism

Innovative attention mechanism enhancing transformer architecture through gravitational lensing principles.

A hand holding a camera lens is directing the view towards a railway track that is visible through the lens' center. The focus is on the track, with the surrounding areas blurred, creating a tunnel effect through the lens.
A hand holding a camera lens is directing the view towards a railway track that is visible through the lens' center. The focus is on the track, with the surrounding areas blurred, creating a tunnel effect through the lens.
Attention Mechanism Design

Implementing gravitational lensing for dynamic attention weight calculation.

Transformers Integration

Integrating GLAM into existing transformer architectures for improved performance.

Mathematical Framework

Constructing a robust mathematical framework for gravitational lensing attention mechanisms.

Gravitational Lensing

Innovative attention mechanism enhancing transformer architecture through gravity.

A camera lens is placed centrally against a backdrop of swirling golden light trails. The light creates dynamic patterns that contrast with the dark silhouette of the lens.
A camera lens is placed centrally against a backdrop of swirling golden light trails. The light creates dynamic patterns that contrast with the dark silhouette of the lens.
Attention Mechanism

Integrating gravitational lensing into self-attention processes.

A large, complex telescope with detailed mechanical parts and optics is situated in a dimly lit room. A person with long hair stands close to the telescope, suggesting observation or adjustment. The setting appears industrial or scientific, with visible gears and controls.
A large, complex telescope with detailed mechanical parts and optics is situated in a dimly lit room. A person with long hair stands close to the telescope, suggesting observation or adjustment. The setting appears industrial or scientific, with visible gears and controls.
A close-up view of eyeglasses focusing on a lens that reveals a clear and detailed view of white flowers, while the surrounding flowers appear blurred. The lens accentuates the contrast between sharpness and blur.
A close-up view of eyeglasses focusing on a lens that reveals a clear and detailed view of white flowers, while the surrounding flowers appear blurred. The lens accentuates the contrast between sharpness and blur.
A camera lens resting on a wooden surface, featuring reflective glass showing intricate light patterns. The focus is on the text around the lens rim and the metallic details.
A camera lens resting on a wooden surface, featuring reflective glass showing intricate light patterns. The focus is on the text around the lens rim and the metallic details.
Research Design

Phased approach to developing gravitational lensing attention mechanisms.

Research

Exploring gravitational lensing in attention mechanisms.

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