🏢 AIRI
Rethinking Optimal Transport in Offline Reinforcement Learning
·2060 words·10 mins·
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AI Generated
Machine Learning
Reinforcement Learning
🏢 AIRI
Offline RL enhanced via Optimal Transport: A new algorithm stitches best expert behaviors for efficient policy extraction.
Improving the Learning Capability of Small-size Image Restoration Network by Deep Fourier Shifting
·1825 words·9 mins·
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Computer Vision
Image Restoration
🏢 AIRI
Deep Fourier Shifting boosts small image restoration networks by using an information-lossless Fourier cycling shift operator, improving performance across various low-level tasks while reducing compu…
Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport
·2426 words·12 mins·
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Optimization
🏢 AIRI
ENOT, a new Neural Optimal Transport training method, achieves 3x quality and 10x speed improvements by using expectile regularization to stabilize the learning process.
EAI: Emotional Decision-Making of LLMs in Strategic Games and Ethical Dilemmas
·4154 words·20 mins·
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AI Generated
Natural Language Processing
Large Language Models
🏢 AIRI
LLMs’ emotional decision-making is assessed using a novel framework, EAI, showing that emotions significantly alter ethical and strategic choices in games. This reveals crucial biases, necessitati…