Machine Intelligence Lab

Welcome to the website of the Machine Intelligence Lab at the Department of Computer Science at University College London (UCL). We are part of the the UCL-CS Autonomous Systems Group.

What’s New

  • Our paper “Trust-based Consensus in Multi-Agent Reinforcement Learning Systems” has been accepted at the 1st Reinforcement Learning Conference (RLC 2024). The camera ready version will be available soon. In the meanwhile, you can download the preprint here.

  • Our paper “CoMIX: A Multi-agent Reinforcement Learning Training Architecture for Efficient Decentralized Coordination and Independent Decision Making” has been accepted for publication in Transactions on Machine Learning Research (TMLR). The paper will appear soon, in the meanwhile you can download the preprint here.

  • Welcome to Alice Plebe and Adele De Hoffer, who are joining us as Postdoctoral Research Fellow and Visiting PhD Student respectively!

  • New preprint: “Creative Beam Search: LLM-as-a-Judge for Improving Response Generation”. You can download the paper here.

  • Our paper “Creativity and Machine Learning: A Survey” has been accepted in ACM Computing Surveys. The paper will appear soon. In the meanwhile, you can download the preprint here.

  • Our paper “(Ir)rationality and Cognitive Biases in Large Language Models” has been accepted in Royal Society Open Science. The paper will appear soon. In the meanwhile, you can download the preprint here.

  • New preprint: “Graph Reinforcement Learning for Combinatorial Optimization: A Survey and Unifying Perspective”. You can download the paper here.

  • Mirco Musolesi gave an invited talk at the Machine+Behavior Conference 2024 at the Max Planck Institute in Berlin.

  • Mirco Musolesi gan invited talk hosted by Aalto University and the University of Helsinki on 3 April 2024 as part of the event “AI generated it - who owns it?”.

  • New preprint “Do Agents Dream of Electric Sheep?: Improving Generalization in Reinforcement Learning through Generative Learning”. You can download the preprint here.

  • New preprint: “Dynamics of Moral Behavior in Heterogeneous Populations of Learning Agents”. You can download the preprint here.

  • New preprint: “Information-Theoretic State Variable Selection for Reinforcement Learning”. You can download the preprint here.

  • Our paper “Reinforcement Learning for Generative AI: State of the Art, Opportunities and Open Research Challenges” has been accepted for publication in the Journal of Artificial Intelligence Research (JAIR). You can download the paper here.

  • Our paper “Game-theoretic Agent-based Modelling of Micro-level Conflict: Evidence from the ISIS-Kurdish War” has been accepted for publication in PLOS. The camera ready version of the paper will be available soon.

Previous news items can be found here.



Last updated: 15 May 2024.