Saher Javaid

Geometric Deformation Does Not Imply Task-Relevant Information Degradation in Neural Representations

Geometric change in a neural representation is often treated as evidence that information has been altered or lost, although these are distinct properties of representation dynamics. We formalize this distinction by separating geometric deformation, Delta(t), from task-relevant i...

Geometric Deformation Does Not Imply Task-Relevant Information Degradation in Neural Representations

Geometric change in a neural representation is often treated as evidence that information has been altered or lost, although these are distinct properties of representation dynamics. We formalize this distinction by separating geometric deformation, Delta(t), from task-relevant i...

Platonic Projection Structures-Based Information Dynamics (PPS-ID): Recursive Transformation of Observable Information

Recursive AI processes transform and reuse observable information across successive stages. Platonic Projection Structures (PPS) describes how latent information becomes observable at a single stage. We introduce PPS-Based Information Dynamics (PPS-ID) to extend this perspective...

Platonic Projection Structures-Based Information Dynamics (PPS-ID): Recursive Transformation of Observable Information

Recursive AI processes transform and reuse observable information across successive stages. Platonic Projection Structures (PPS) describes how latent information becomes observable at a single stage. We introduce PPS-Based Information Dynamics (PPS-ID) to extend this perspective...