🏢 University of Southampton
Variational Delayed Policy Optimization
·1922 words·10 mins·
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Reinforcement Learning
🏢 University of Southampton
VDPO: A novel framework for delayed reinforcement learning achieving 50% sample efficiency improvement without compromising performance.
Speaking Your Language: Spatial Relationships in Interpretable Emergent Communication
·1851 words·9 mins·
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Natural Language Processing
Dialogue Systems
🏢 University of Southampton
AI agents developed a communication system using spatial relationships, achieving over 90% accuracy in conveying relative positions of objects within a scene.
Rethinking Deep Thinking: Stable Learning of Algorithms using Lipschitz Constraints
·2740 words·13 mins·
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Machine Learning
Deep Learning
🏢 University of Southampton
Stable algorithm learning achieved by Deep Thinking networks with Lipschitz Constraints, ensuring convergence and better extrapolation to complex problems.