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Lauren Watson

2 papers hereh-index 15 citations2 works total

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

author position
  • first author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2
same name
  • Lauren Watson — 4 papers, h 5
  • Lauren Watson — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedInference and Interference: The Role of Clipping, Pruning and Loss Landscapes in Differentially Private Stochastic Gradient Descent

1 citations · 2 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2023★ 1 cited

Inference and Interference: The Role of Clipping, Pruning and Loss Landscapes in Differentially Private Stochastic Gradient Descent

Lauren Watson, Eric Gan, Mohan Dantam +2

Differentially private stochastic gradient descent (DP-SGD) is known to have poorer training and test performance on large neural networks, compared to ordinary stochastic gradient…

cs.LG2023★ 1 cited

Accelerated Shapley Value Approximation for Data Evaluation

Lauren Watson, Zeno Kujawa, Rayna Andreeva +3

Data valuation has found various applications in machine learning, such as data filtering, efficient learning and incentives for data sharing. The most popular current approach to…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.