Arnu Pretorius

13 papers · 2018–2025 · 4 conferences · across top CS/AI conferences

Achievements

+8 more ↓

🌍 Conference Polyglot (4) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🏃 Academic Marathon (7)

🌈 Renaissance Researcher (5) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 👑 Triple Crown 🧬 Topic Evolution 👥 Mega-Team (24) ❓ The Questioner 💎 Century Club (13)

Conferences

NIPS (7) ICML (3) ICLR (2) INTERSPEECH (1)

Top co-authors

Elan van Biljon (3) Ruan John de Kock (3) Omayma Mahjoub (3) Nathan Grinsztajn (3) Alexandre Laterre (3) Herman Kamper (3) Jonathan Shock (2) Andries Petrus Smit (2) Siddarth Singh (2) Steve Kroon (2)

Research topics

Synthesis (1)

Keywords

multi-agent reinforcement learning (4) unsupervised learning (2) representation learning (1) evaluation methodology (1) mean field theory (1) offline reinforcement learning (1) speech synthesis (1) variational autoencoder (1) learning dynamics (1) vector quantization (1) signal propagation (1) stochastic regularization (1) denoising autoencoder (1) linear autoencoder (1) partial differential equation (1) game theory (1) physics-informed learning (1) travelling salesman problem (1) benchmark evaluation (1) combinatorial optimization (1)

Papers

Sable: a Performant, Efficient and Scalable Sequence Model for MARL ICML 2025 Should we be going MAD? A Look at Multi-Agent Debate Strategies for LLMs ICML 2024 Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation NIPS 2024 Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX ICLR 2024 Nonparametric Boundary Geometry in Physics Informed Deep Learning NIPS 2023 Combinatorial Optimization with Policy Adaptation using Latent Space Search NIPS 2023 Robust and Scalable SDE Learning: A Functional Perspective ICLR 2022 Towards a Standardised Performance Evaluation Protocol for Cooperative MARL NIPS 2022 Universally Expressive Communication in Multi-Agent Reinforcement Learning NIPS 2022 A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning NIPS 2020 Unsupervised Acoustic Unit Discovery for Speech Synthesis Using Discrete Latent-Variable Neural Networks INTERSPEECH 2019 Learning Dynamics of Linear Denoising Autoencoders ICML 2018 Critical initialisation for deep signal propagation in noisy rectifier neural networks NIPS 2018