🏢 HSE University
Invertible Consistency Distillation for Text-Guided Image Editing in Around 7 Steps
·4066 words·20 mins·
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Computer Vision
Image Generation
🏢 HSE University
Invertible Consistency Distillation (iCD) achieves high-quality image editing in ~7 steps by enabling both fast editing and strong generation using a generalized distillation framework and dynamic cla…
HairFastGAN: Realistic and Robust Hair Transfer with a Fast Encoder-Based Approach
·2844 words·14 mins·
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Computer Vision
Image Generation
🏢 HSE University
HairFastGAN achieves realistic and robust hairstyle transfer in near real-time using a novel encoder-based approach, significantly outperforming optimization-based methods.
Group and Shuffle: Efficient Structured Orthogonal Parametrization
·2149 words·11 mins·
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AI Generated
Machine Learning
Deep Learning
🏢 HSE University
Group-and-Shuffle (GS) matrices enable efficient structured orthogonal parametrization, improving parameter and computational efficiency in orthogonal fine-tuning for deep learning.
Gaussian Approximation and Multiplier Bootstrap for Polyak-Ruppert Averaged Linear Stochastic Approximation with Applications to TD Learning
·1382 words·7 mins·
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Machine Learning
Reinforcement Learning
🏢 HSE University
This paper delivers non-asymptotic accuracy bounds for confidence intervals in linear stochastic approximation, leveraging a novel multiplier bootstrap method.
Challenges of Generating Structurally Diverse Graphs
·2126 words·10 mins·
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AI Theory
Optimization
🏢 HSE University
Researchers developed novel algorithms to generate structurally diverse graphs, improving graph algorithm testing and neural network evaluation.