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researcher

Ananya Kumar

27 papers hereh-index 2011.5k citations37 works total

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

author position
  • first author5
  • middle author19
  • last author1

Across the 25 of 27 papers where every author was matched, so the position is known.

fields
  • cs.LG17
  • cs.CL6
  • cs.CV2
  • cs.CG1
  • cs.RO1
same name
  • Ananya Kumar — 3 papers
  • Ananya Kumar — 3 papers, h 4

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

activity
20172026
most citedOn the Opportunities and Risks of Foundation Models

2.3k citations · 2.9k across the 25 of their papers we have counts for

collaborators
Showing 2023 · cs.LGShow all

2 papers · 2 filters

cs.LG2023★ 1 cited

Conservative Prediction via Data-Driven Confidence Minimization

Caroline Choi, Fahim Tajwar, Yoonho Lee +3

In safety-critical applications of machine learning, it is often desirable for a model to be conservative, abstaining from making predictions on unknown inputs which are not well-r…

cs.LG2023★ 1 cited

Improving Representational Continuity via Continued Pretraining

Michael Sun, Ananya Kumar, Divyam Madaan +1

We consider the continual representation learning setting: sequentially pretrain a model M′ on tasks T1​,…,TT​, and then adapt M′ on a small amount of data from each t…

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