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Ava P Amini

2 accepted papers

2025

scGeneScope: A Treatment-Matched Single Cell Imaging and Transcriptomics Dataset and Benchmark for Treatment Response Modeling

NeurIPS 2025poster

Understanding cellular responses to chemical interventions is critical to the discovery of effective therapeutics. Because individual biological techniques often measure only one axis of cellular response at a time, high-quality multimodal datasets are needed to unlock a holistic understanding of ho…

Cited by 0SourceScholar
2024

Feature Reuse and Scaling: Understanding Transfer Learning with Protein Language Models

ICML 2024poster

Large pretrained protein language models (PLMs) have improved protein property and structure prediction from sequences via transfer learning, in which weights and representations from PLMs are repurposed for downstream tasks. Although PLMs have shown great promise, currently there is little understa…

Cited by 38SourcePDFScholar