Efficiently Coevolving Deep Neural Networks and Data Augmentations. - Shane Acton; Sasha Abramowitz; Liron Toledo; Geoff Nitschke (SSCI, 2020)

Towards Run-time Efficient Hierarchical Reinforcement Learning. - Sasha Abramowitz; Geoff Nitschke (CEC, 2022)

Scalable evolutionary hierarchical reinforcement learning. - Sasha Abramowitz; Geoff Nitschke (GECCO Companion, 2022)

Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX. - 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; et al. (CoRR, 2023)

Generalisable Agents for Neural Network Optimisation. - Kale-ab Abebe Tessera; Callum Rhys Tilbury; Sasha Abramowitz; Ruan de Kock; Omayma Mahjoub; Benjamin Rosman; Sara Hooker; Arnu Pretorius (CoRR, 2023)

Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX. - Clément Bonnet; Daniel Luo; Donal Byrne; Shikha Surana; Sasha Abramowitz; Paul Duckworth; Vincent Coyette; Laurence Illing Midgley; Elshadai Tegegn; Tristan Kalloniatis; Omayma Mahjoub; Matthew Macfarlane; et al. (ICLR, 2024)

Performant, Memory Efficient and Scalable Multi-Agent Reinforcement Learning. - Omayma Mahjoub; Sasha Abramowitz; Ruan de Kock; Wiem Khlifi; Simon du Toit; Jemma Daniel; Louay Ben Nessir; Louise Beyers; Claude Formanek; Liam Clark; Arnu Pretorius (CoRR, 2024)

Sable: a Performant, Efficient and Scalable Sequence Model for MARL. - Omayma Mahjoub; Sasha Abramowitz; Ruan John de Kock; Wiem Khlifi; Simon du Toit; Jemma Daniel; Louay Ben Nessir; Louise Beyers; Juan Claude Formanek; Liam Clark; Arnu Pretorius (ICML, 2025)

Multi-Agent Reinforcement Learning with Selective State-Space Models. - Jemma Daniel; Ruan John de Kock; Louay Ben Nessir; Sasha Abramowitz; Omayma Mahjoub; Wiem Khlifi; Juan Claude Formanek; Arnu Pretorius (AAMAS, 2025)

Breaking the Performance Ceiling in Complex Reinforcement Learning requires Inference Strategies. - Félix Chalumeau; Daniel Rajaonarivonivelomanantsoa; Ruan de Kock; Claude Formanek; Sasha Abramowitz; Omayma Mahjoub; Wiem Khlifi; Simon du Toit; Louay Ben Nessir; Refiloe Shabe; Arnol Fokam; Siddarth Singh; et al. (CoRR, 2025)

Oryx: a Performant and Scalable Algorithm for Many-Agent Coordination in Offline MARL. - Claude Formanek; Omayma Mahjoub; Louay Ben Nessir; Sasha Abramowitz; Ruan de Kock; Wiem Khlifi; Simon du Toit; Félix Chalumeau; Daniel Rajaonarivonivelomanantsoa; Arnol Fokam; Siddarth Singh; Ulrich A. Mbou Sob; et al. (CoRR, 2025)