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Benjamin Rosman

University of the Witwatersrand

19 papers hereh-index 231.8k citations119 works total

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

author position
  • middle author6
  • last author13

Across the 19 of 19 papers where every author was matched, so the position is known.

fields
  • cs.LG13
  • cs.AI4
  • cs.IR1
  • stat.ML1
affiliations
  • University of the Witwatersrand
Homepage
same name
  • Benjamin Rosman — 10 papers, h 4
  • Benjamin Rosman — 5 papers, h 2
  • Benjamin Rosman — 4 papers, h 3
  • Benjamin Rosman — 3 papers, h 1
  • Benjamin Rosman — 2 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
20172024
most citedOnline Constrained Model-based Reinforcement Learning

10 citations · 35 across the 14 of their papers we have counts for

collaborators
Showing 2023Show all

3 papers · 1 filter

cs.LG2023★ 1 cited

ROSARL: Reward-Only Safe Reinforcement Learning

Geraud Nangue Tasse, Tamlin Love, Mark Nemecek +2

An important problem in reinforcement learning is designing agents that learn to solve tasks safely in an environment. A common solution is for a human expert to define either a pe…

cs.AI2023

The challenge of redundancy on multi-agent value factorisation

Siddarth Singh, Benjamin Rosman

In the field of cooperative multi-agent reinforcement learning (MARL), the standard paradigm is the use of centralised training and decentralised execution where a central critic c…

cs.AI2023

Hierarchically Composing Level Generators for the Creation of Complex Structures

Michael Beukman, Manuel Fokam, Marcel Kruger +5

Procedural content generation (PCG) is a growing field, with numerous applications in the video game industry and great potential to help create better games at a fraction of the c…

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