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Arnu Pretorius — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Arnu Pretorius
25
papers ·
26
citations ·
7
h-index
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Most-cited papers
A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning
2020 · 5 citations
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL
2022 · 5 citations
Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
2023 · 3 citations
Causal Multi-Agent Reinforcement Learning: Review and Open Problems
2021 · 2 citations
Combinatorial Optimization with Policy Adaptation using Latent Space Search
2023 · 2 citations
Universally Expressive Communication in Multi-Agent Reinforcement Learning
2022 · 1 citations
Off-the-Grid MARL: Datasets with Baselines for Offline Multi-Agent Reinforcement Learning
2023 · 1 citations
Self-Supervised On-Policy Reinforcement Learning via Contrastive Proximal Policy Optimisation
2026
Breaking the Performance Ceiling in Reinforcement Learning requires Inference Strategies
2025
Sable: a Performant, Efficient and Scalable Sequence Model for MARL
2024
Generalisable Agents For Neural Network Optimisation
2023
Towards Learning to Speak and Hear Through Multi-Agent Communication over a Continuous Acoustic Channel
2021
Selective Reincarnation: Offline-to-Online Multi-Agent Reinforcement Learning
2023
How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning
2023
Efficiently Quantifying Individual Agent Importance in Cooperative MARL
2023
Top co-authors
Ruan de Kock
· 9
Claude Formanek
· 8
Omayma Mahjoub
· 8
Siddarth Singh
· 6
Callum Rhys Tilbury
· 5
Jonathan Shock
· 5
Sasha Abramowitz
· 5
Kale-ab Tessera
· 4
Louise Beyers
· 4
Wiem Khlifi
· 4
Alexandre Laterre
· 3
Felix Chalumeau
· 3
Topics
Multi-Agent
Model-Based RL
Offline RL
Policy Gradient
Game AI
Meta-RL
Exploration
Value-Based
Safe RL