Silent Speech Recognition with Wearable Magnetometers
(2025)
Statistics of travelling ionospheric disturbances observed using the LOFAR radio telescope
Journal of Space Weather and Space Climate EDP Sciences 15 (2025) 6-6
Abstract:
Supernova bounds on new scalars from resonant and soft emission
JHEP 04 (2025) 013
Abstract:
What We Don't C: Representations for scientific discovery beyond VAEs
Machine Learning and the Physical Sciences workshop at NeurIPS 2025
Abstract:
Accessing information in learned representations is critical for scientific discovery in high-dimensional domains. We introduce a novel method based on latent flow matching with classifier-free guidance that disentangles latent subspaces by explicitly separating information included in conditioning from information that remains in the residual representation. Across three experiments -- a synthetic 2D Gaussian toy problem, colored MNIST, and the Galaxy10 astronomy dataset -- we show that our method enables access to meaningful features of high dimensional data. Our results highlight a simple yet powerful mechanism for analyzing, controlling, and repurposing latent representations, providing a pathway toward using generative models for scientific exploration of what we don't capture, consider, or catalog.
Commensal Transient Searches with MeerKAT in Gamma-Ray Burst and Supernova Fields
(2024)