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Melanie Mitchell

7 papers hereh-index 131.7k citations27 works total

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

author position
  • sole author1
  • middle author1
  • last author5

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.AI3
  • cs.LG2
  • cs.CY1
  • cs.NE1
same name
  • Melanie Mitchell — 7 papers, h 45
  • Melanie Mitchell — 4 papers
  • Melanie Mitchell — 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

activity
20202022
most citedEmbodied, Situated, and Grounded Intelligence: Implications for AI

5 citations · 9 across the 5 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2022★ 2 cited

Abstraction for Deep Reinforcement Learning

Murray Shanahan, Melanie Mitchell

We characterise the problem of abstraction in the context of deep reinforcement learning. Various well established approaches to analogical reasoning and associative memory might b…

cs.LG2021★ 1 cited

Adversarial Perturbations Are Not So Weird: Entanglement of Robust and Non-Robust Features in Neural Network Classifiers

Jacob M. Springer, Melanie Mitchell, Garrett T. Kenyon

Neural networks trained on visual data are well-known to be vulnerable to often imperceptible adversarial perturbations. The reasons for this vulnerability are still being debated…

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