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researcher

Vinayak Tantia

3 papers hereh-index 3421 citations5 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2
  • last author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.AI1

identity via Semantic Scholar / OpenAlex

activity
20182024
most citedSlowMo: Improving Communication-Efficient Distributed SGD with Slow Momentum

68 citations · 135 across the 3 of their papers we have counts for

collaborators

3 papers

cs.AI2024

Digital Twin Ecosystem for Oncology Clinical Operations

Himanshu Pandey, Akhil Amod, Shivang +4

Artificial Intelligence (AI) and Large Language Models (LLMs) hold significant promise in revolutionizing healthcare, especially in clinical applications. Simultaneously, Digital T…

cs.LG2019★ 68 cited

SlowMo: Improving Communication-Efficient Distributed SGD with Slow Momentum

Jianyu Wang, Vinayak Tantia, Nicolas Ballas +1

Distributed optimization is essential for training large models on large datasets. Multiple approaches have been proposed to reduce the communication overhead in distributed traini…

cs.LG2018★ 67 cited

A Modern Take on the Bias-Variance Tradeoff in Neural Networks

Brady Neal, Sarthak Mittal, Aristide Baratin +4

The bias-variance tradeoff tells us that as model complexity increases, bias falls and variances increases, leading to a U-shaped test error curve. However, recent empirical result…

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