Jonathan Shock

4 papers · 2020–2024 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

Venues

NeurIPS (2) EACL (1) NAACL (1)

Top co-authors

Jan Buys (2) Arnu Pretorius (2) Edan Toledo (2) Louise Beyers (1) Elan van Biljon (1) Thomas Makkink (1) Karim Beguir (1) Gregory Furman (1) Jeremy du Plessis (1) Callum Rhys Tilbury (1)

Research topics

Reinforcement Learning (4) Methods (4) Artificial Intelligence (2) Core AI (2) Machine Learning (1) Applications (1) Learning Types (1)

Keywords

multi-agent reinforcement learning (2) reinforcement learning (1) zero-shot learning (1) offline reinforcement learning (1) game theory (1) question answering (1) policy learning (1) game ai (1) decision transformer (1) zero-shot evaluation (1) text-based game (1) common-pool resource (1) causal masking (1) baseline evaluation (1) text-based environment (1) benchmark methodology (1) networked system control (1)

Papers

Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation NeurIPS 2024 Policy-based Reinforcement Learning for Generalisation in Interactive Text-based Environments EACL 2023 A Sequence Modelling Approach to Question Answering in Text-Based Games NAACL 2022 A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning NeurIPS 2020