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Arnu Pretorius

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A Geospatial Approach to Predicting Desert Locust Breeding Grounds in Africa

Mar 21, 2024
Ibrahim Salihu Yusuf, Mukhtar Opeyemi Yusuf, Kobby Panford-Quainoo, Arnu Pretorius

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On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL

Dec 13, 2023
Wiem Khlifi, Siddarth Singh, Omayma Mahjoub, Ruan de Kock, Abidine Vall, Rihab Gorsane, Arnu Pretorius

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Efficiently Quantifying Individual Agent Importance in Cooperative MARL

Dec 13, 2023
Omayma Mahjoub, Ruan de Kock, Siddarth Singh, Wiem Khlifi, Abidine Vall, Kale-ab Tessera, Arnu Pretorius

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How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning

Dec 13, 2023
Siddarth Singh, Omayma Mahjoub, Ruan de Kock, Wiem Khlifi, Abidine Vall, Kale-ab Tessera, Arnu Pretorius

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Generalisable Agents for Neural Network Optimisation

Nov 30, 2023
Kale-ab Tessera, Callum Rhys Tilbury, Sasha Abramowitz, Ruan de Kock, Omayma Mahjoub, Benjamin Rosman, Sara Hooker, Arnu Pretorius

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Are we going MAD? Benchmarking Multi-Agent Debate between Language Models for Medical Q&A

Nov 29, 2023
Andries Smit, Paul Duckworth, Nathan Grinsztajn, Kale-ab Tessera, Thomas D. Barrett, Arnu Pretorius

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Combinatorial Optimization with Policy Adaptation using Latent Space Search

Nov 13, 2023
Felix Chalumeau, Shikha Surana, Clement Bonnet, Nathan Grinsztajn, Arnu Pretorius, Alexandre Laterre, Thomas D. Barrett

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Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX

Jun 16, 2023
Clément Bonnet, Daniel Luo, Donal Byrne, Shikha Surana, Vincent Coyette, Paul Duckworth, Laurence I. Midgley, Tristan Kalloniatis, Sasha Abramowitz, Cemlyn N. Waters, Andries P. Smit, Nathan Grinsztajn, Ulrich A. Mbou Sob, Omayma Mahjoub, Elshadai Tegegn, Mohamed A. Mimouni, Raphael Boige, Ruan de Kock, Daniel Furelos-Blanco, Victor Le, Arnu Pretorius, Alexandre Laterre

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Reduce, Reuse, Recycle: Selective Reincarnation in Multi-Agent Reinforcement Learning

Mar 31, 2023
Claude Formanek, Callum Rhys Tilbury, Jonathan Shock, Kale-ab Tessera, Arnu Pretorius

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