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Graph Denoising Diffusion for Inverse Protein Folding

Neural Information Processing Systems

Moreover, we utilize amino acid replacement matrices for the diffusion forward process, encoding the biologically meaningful prior knowledge of amino acids from their spatial and sequential neighbors as well as themselves, which reduces the sampling space of the generative process.




ExploitingtheSurrogateGapinOnlineMulticlass Classification

Neural Information Processing Systems

In online multiclass classification a learner has to repeatedly predict the label that corresponds to a feature vector. Algorithms in this setting have a wide range of applications ranging from predicting the outcomes ofsport matches torecommender systems.