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🏢 University of Glasgow

Is One GPU Enough? Pushing Image Generation at Higher-Resolutions with Foundation Models.
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AI Generated Computer Vision Image Generation 🏢 University of Glasgow
Pixelsmith: Generate gigapixel images with a single GPU, surpassing limitations of existing methods through a cascading approach and innovative guidance mechanism.
Enhancing Robustness in Deep Reinforcement Learning: A Lyapunov Exponent Approach
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Machine Learning Reinforcement Learning 🏢 University of Glasgow
Deep RL agents lack robustness; this paper enhances their resilience by implementing Maximal Lyapunov Exponent regularisation in the Dreamer V3 architecture, thus improving real-world applicability.