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Sequence modeling and design from molecular to genome scale with Evo
The genome is a sequence that encodes the DNA, RNA, and proteins that orchestrate an
organism's function. We present Evo, a long-context genomic foundation model with a …
organism's function. We present Evo, a long-context genomic foundation model with a …
Mechanistic design and scaling of hybrid architectures
M Poli, AW Thomas, E Nguyen, P Ponnusamy… - ar** times, and high compute costs associated with at-scale …
Towards a theory of model distillation
E Boix-Adsera - arxiv preprint arxiv:2403.09053, 2024 - arxiv.org
Distillation is the task of replacing a complicated machine learning model with a simpler
model that approximates the original [BCNM06, HVD15]. Despite many practical …
model that approximates the original [BCNM06, HVD15]. Despite many practical …
State-free inference of state-space models: The transfer function approach
We approach designing a state-space model for deep learning applications through its dual
representation, the transfer function, and uncover a highly efficient sequence parallel …
representation, the transfer function, and uncover a highly efficient sequence parallel …