---
title: "Sanjiv Kumar — papers of 2019 — 2 papers, the most cited first"
description: "Sanjiv Kumar — papers of 2019: 2 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Sanjiv Kumar — papers of 2019 — 2 papers, the most cited first

2 papers · [all years of Sanjiv Kumar](https://md.research.elamur.ai/free/en/authors/sanjiv-kumar/#years)

- [On the Convergence of Adam and Beyond arXiv:1904.09237](https://md.research.elamur.ai/free/en/papers/reddi-2019-convergence-adam/) — Sashank J. Reddi, Satyen Kale, Sanjiv Kumar · 2019 · 1,598 citations
- [Are Transformers universal approximators of sequence-to-sequence functions? arXiv:1912.10077](https://md.research.elamur.ai/free/en/papers/yun-2019-transformers-universal-approximators-sequence-sequence/) — Chulhee Yun, Srinadh Bhojanapalli, Ankit Singh Rawat, et al. · 2019 · 97 citations