SHAP zero estimates Shapley values and interactions with a near-zero marginal cost for future queried sequences through the Fourier transform.

We introduce generative distribution embeddings (GDE), a framework that lifts autoencoders to the space of distributions.

JanusDNA, the first bidirectional DNA foundation model built upon a novel pretraining paradigm, integrating the optimization efficiency of autoregressive modeling with the bidirectional comprehension capability of masked modeling.

a genomic sequence model that unifies long-context reasoning and sequence interpretation with state-of-the-art performance.