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C. Summerfield

7 papers hereh-index 5115.3k citations133 works total

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

author position
  • middle author4
  • last author3

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

fields
  • cs.AI2
  • cs.MA2
  • q-bio.NC2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20172022
most citedFine-tuning language models to find agreement among humans with diverse preferences

112 citations · 131 across the 7 of their papers we have counts for

collaborators
Showing cs.AIShow all

2 papers · 1 filter

cs.AI2022

Beyond Bayes-optimality: meta-learning what you know you don't know

Jordi Grau-Moya, Grégoire Delétang, Markus Kunesch +11

Meta-training agents with memory has been shown to culminate in Bayes-optimal agents, which casts Bayes-optimality as the implicit solution to a numerical optimization problem rath…

cs.AI2017★ 5 cited

Building Machines that Learn and Think for Themselves: Commentary on Lake et al., Behavioral and Brain Sciences, 2017

M. Botvinick, D. G. T. Barrett, P. Battaglia +16

We agree with Lake and colleagues on their list of key ingredients for building humanlike intelligence, including the idea that model-based reasoning is essential. However, we favo…

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