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10/30/2022
Unsupervised Learning of Structured Representations via Closed-Loop Transcription
This paper proposes an unsupervised method for learning a unified repres...
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06/17/2022
Intra-Instance VICReg: Bag of Self-Supervised Image Patch Embedding
Recently, self-supervised learning (SSL) has achieved tremendous empiric...
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01/24/2022
Neural Manifold Clustering and Embedding
Given a union of non-linear manifolds, non-linear subspace clustering or...
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10/07/2020
A Neural Network MCMC sampler that maximizes Proposal Entropy
Markov Chain Monte Carlo (MCMC) methods sample from unnormalized probabi...
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05/04/2020
Complex Amplitude-Phase Boltzmann Machines
We extend the framework of Boltzmann machines to a network of complex-va...
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10/17/2019