Feb 24, 2023 · We introduce Retrieved Sequence Augmentation(RSA) for protein representation learning without additional alignment or pre-processing.
May 23, 2023 · We introduce a novel paradigm called Retrieved Sequence Augmentation (RSA) that enhances protein representation learning without necessitating additional ...
Jun 11, 2024 · This study reevaluates the role of MSA, proposing it as a retrieval augmentation method and questioning the necessity of sequence alignment. We ...
We show that a simple alternative, Retrieved Sequence Augmentation (RSA), can enhance protein representation learning without the need for alignment and ...
To this end, we explore Retrieved Sequence. Augmentation (RSA) methods as a general frame- work to enhance protein representations. Specifi- cally, RSA employs ...
We introduce Retrieved Sequence Augmentation (RSA) for protein representation learning without additional alignment or pre-processing.
May 23, 2023 · In this work, we explore Retrieved Sequence. Augmentation (RSA) method as a general frame- work for augmenting protein representations.
Aug 10, 2024 · In addition, we show that our model can transfer to new protein domains better and outperforms MSA Transformer on de novo protein prediction.
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We show that protein language models benefit from the retrieval enhancement on both structure prediction and property prediction tasks, with a 5% improvement on ...
In light of these problems, we introduce a novel paradigm called Retrieved Sequence Augmentation (RSA) that enhances protein representation learning without ...