| Unsupervised acoustic unit discovery for speech synthesis using discrete latent-variable neural networks R Eloff, A Nortje, B van Niekerk, A Govender, L Nortje, A Pretorius, ... arXiv preprint arXiv:1904.07556, 2019 | 63 | 2019 |
| Towards a standardised performance evaluation protocol for cooperative marl R Gorsane, O Mahjoub, RJ de Kock, R Dubb, S Singh, A Pretorius Advances in Neural Information Processing Systems 35, 5510-5521, 2022 | 46 | 2022 |
| A meta-analysis of research in random forests for classification A Pretorius, S Bierman, SJ Steel 2016 Pattern Recognition Association of South Africa and Robotics and …, 2016 | 44 | 2016 |
| On optimal transformer depth for low-resource language translation EV Biljon, A Pretorius, J Kreutzer The International Conference on Learning Representations (ICLR 2020), 2020 | 40* | 2020 |
| Learning dynamics of linear denoising autoencoders A Pretorius, S Kroon, H Kamper International Conference on Machine Learning, 2018 | 37 | 2018 |
| Human decision making and artificial intelligence: a comparison in the domain of sports prediction A Pretorius, DA Parry Proceedings of the Annual Conference of the South African Institute of …, 2016 | 32 | 2016 |
| Jumanji: a diverse suite of scalable reinforcement learning environments in jax C Bonnet, D Luo, D Byrne, S Surana, S Abramowitz, P Duckworth, ... arXiv preprint arXiv:2306.09884, 2023 | 28* | 2023 |
| Mava: A research framework for distributed multi-agent reinforcement learning A Pretorius, K Tessera, AP Smit, C Formanek, SJ Grimbly, K Eloff, ... arXiv e-prints, arXiv: 2107.01460, 2021 | 21* | 2021 |
| Combinatorial optimization with policy adaptation using latent space search F Chalumeau, S Surana, C Bonnet, N Grinsztajn, A Pretorius, A Laterre, ... Advances in Neural Information Processing Systems 36, 7947-7959, 2023 | 19 | 2023 |
| Causal multi-agent reinforcement learning: Review and open problems SJ Grimbly, J Shock, A Pretorius arXiv preprint arXiv:2111.06721, 2021 | 18 | 2021 |
| Critical initialisation for deep signal propagation in noisy rectifier neural networks A Pretorius, E Van Biljon, S Kroon, H Kamper Advances in Neural Information Processing Systems, 5722-5731, 2018 | 18 | 2018 |
| Off-the-grid marl: a framework for dataset generation with baselines for cooperative offline multi-agent reinforcement learning C Formanek, A Jeewa, J Shock, A Pretorius arXiv preprint arXiv:2302.00521 9, 2023 | 15 | 2023 |
| A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning A Pretorius, S Cameron, E Van Biljon, T Makkink, S Mawjee, J du Plessis, ... Advances in neural information processing systems 33, 9983-9994, 2020 | 15 | 2020 |
| A bias-variance analysis of ensemble learning for classification A Pretorius, S Bierman, SJ Steel Annual proceedings of the south african statistical association conference …, 2016 | 11 | 2016 |
| Scaling multi-agent reinforcement learning to full 11 versus 11 simulated robotic football A Smit, HA Engelbrecht, W Brink, A Pretorius Autonomous Agents and Multi-Agent Systems 37 (1), 20, 2023 | 8 | 2023 |
| Universally expressive communication in multi-agent reinforcement learning M Morris, TD Barrett, A Pretorius Advances in Neural Information Processing Systems 35, 33508-33522, 2022 | 8 | 2022 |
| On the expected behaviour of noise regularised deep neural networks as Gaussian processes A Pretorius, H Kamper, S Kroon Pattern Recognition Letters 138, 75-81, 2020 | 7 | 2020 |
| Are we going MAD? Benchmarking Multi-Agent Debate between Language Models for Medical Q&A A Smit, P Duckworth, N Grinsztajn, K Tessera, TD Barrett, A Pretorius arXiv preprint arXiv:2311.17371, 2023 | 5 | 2023 |
| Should we be going MAD? A Look at Multi-Agent Debate Strategies for LLMs AP Smit, N Grinsztajn, P Duckworth, TD Barrett, A Pretorius Forty-first International Conference on Machine Learning, 0 | 5 | |
| Reduce, reuse, recycle: Selective reincarnation in multi-agent reinforcement learning JC Formanek, CR Tilbury, JP Shock, A Pretorius Workshop on Reincarnating Reinforcement Learning at ICLR 2023, 2023 | 4 | 2023 |
Herman KamperStellenbosch UniversityEmail verificata su sun.ac.za
