Search Results for author: Ria Vinod

Found 2 papers, 0 papers with code

Reprogramming Pretrained Language Models for Protein Sequence Representation Learning

no code implementations5 Jan 2023 Ria Vinod, Pin-Yu Chen, Payel Das

To this end, we reprogram an off-the-shelf pre-trained English language transformer and benchmark it on a set of protein physicochemical prediction tasks (secondary structure, stability, homology, stability) as well as on a biomedically relevant set of protein function prediction tasks (antimicrobial, toxicity, antibody affinity).

Dictionary Learning Language Modelling +3

Reprogramming Language Models for Molecular Representation Learning

no code implementations7 Dec 2020 Ria Vinod, Pin-Yu Chen, Payel Das

Recent advancements in transfer learning have made it a promising approach for domain adaptation via transfer of learned representations.

Dictionary Learning Domain Adaptation +3

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