Ashish Kumar Singh

28 papers 13 citations h-index 1 2003–2026

Training with Multi-Layer Embeddings for Model Reduction

Modern recommendation systems rely on real-valued embeddings of categorical features. Increasing the dimension of embedding vectors improves model accuracy but comes at a high cost to model size....

12 citations 2020-06 arXiv.org

Generation of Efficient Codes for Realizing Boolean Functions in Nanotechnologies

We address the challenge of implementing reliable computation of Boolean functions in future nanocircuit fabrics. Such fabrics are projected to have very high defect rates. We overcome this...

1 citations 2007-03 arXiv.org

Telescopic Language Models

One deployed language model must often serve many compute budgets, yet serving each budget still means a separate training or compression run per point. We train a Telescopic Language Model (TLM)...

2026-09