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Ian Osband

41 papers hereh-index 2814.3k citations57 works total

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

author position
  • sole author5
  • first author18
  • middle author12
  • last author2

Across the 37 of 41 papers where every author was matched, so the position is known.

fields
  • cs.LG22
  • stat.ML14
  • cs.CL3
  • cs.AI2
same name
  • Ian Osband — 3 papers

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
20132026
most citedNoisy Networks for Exploration

570 citations · 2.6k across the 40 of their papers we have counts for

collaborators
Showing cs.AIShow all

2 papers · 1 filter

cs.AI2017★ 57 cited

The Uncertainty Bellman Equation and Exploration

Brendan O'Donoghue, Ian Osband, Remi Munos +1

We consider the exploration/exploitation problem in reinforcement learning. For exploitation, it is well known that the Bellman equation connects the value at any time-step to the…

cs.AI2017★ 294 cited

Deep Q-learning from Demonstrations

Todd Hester, Matej Vecerik, Olivier Pietquin +11

Deep reinforcement learning (RL) has achieved several high profile successes in difficult decision-making problems. However, these algorithms typically require a huge amount of dat…

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