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UCL DARK

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https://dark.cs.ucl.ac.uk/
UCL_DARK
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AI & ML interests

The UCL Deciding, Acting, and Reasoning with Knowledge (DARK) Lab is a Reinforcement Learning research group at the UCL Centre for Artificial Intelligence. We focus on research in complex open-ended environments that provide a constant stream of novel observations without reliable reward functions, often requiring agents to create their own curricula and to deal with external knowledge, natural language, and hard exploration problems.

Recent Activity

aengusl  authored a paper 3 months ago
Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs
rraileanu  authored a paper 3 months ago
Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources
rraileanu  authored a paper 10 months ago
Teaching Large Language Models to Reason with Reinforcement Learning
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The UCL Deciding, Acting, and Reasoning with Knowledge (DARK) Lab is a Reinforcement Learning research group at the UCL Centre for Artificial Intelligence. We focus on research in complex open-ended environments that provide a constant stream of novel observations without reliable reward functions, often requiring agents to create their own curricula and to deal with external knowledge, natural language, and hard exploration problems.

Collections 2

Understanding the Effects of RLHF on LLM Generalisation and
Datasets and models for the paper Understanding the Effects of RLHF on LLM Generalisation and Diversity: https://arxiv.org/abs/2310.06452

models

None public yet