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Hina Dixit

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Preprint Sep 2026

Photon-Ring Retarded- Time Tomography: The Mahakal Phenomenon

Near-critical null geodesics generate image-order channels with distinct mappings, delays, and weights, so one observer-time data set samples multiple source epochs. We organize the inverse problem by historical reach, dimension, and held-out recovery. Using continuum-noise-consistent, matrix-free Kerr/Schwarzschild op...

Hina Dixit, Abhinav Chauhan · 0 citations
#small language model Preprint Aug 2026

BF1: A Causal Dyadic Sparse-Attention Retrofit for Efficient Long-Context Transformers

The results establish BF1 as a reproducible sparse operator and selective retrofit primitive with real long-context systems value, and evaluates numerical correctness, selected-interaction scaling, kernel performance, partial-model inference, and matched next-token language modeling.

Hina Dixit · 0 citations

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