Moris beracha biography graphic organizer
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Multimodal representation learning techniques typically require paired samples to learn shared representations, but collecting paired samples can be challenging in fields like biology, where measurement devices often destroy the samples. This paper presents an approach to address the challenge of aligning unpaired samples across disparate modalities in multimodal representation learning. We draw an analogy between potential outcomes in causal inference and potential views in multimodal observations, allowing us to leverage Rubin's framework to estimate a common space for matching samples. Our approach assumes experimentally perturbed samples by treatments, and uses this to estimate a propensity score from each modality. We show that the propensity score encapsulates all shared information between a latent state and treatment, and can be used to define a distance between samples. We experiment with two alignment techniques that leverage this distanceshared nearest neighbours (SNN) and optimal transport (OT) matchingand find that OT matching results in significant improvements over state-of-the-art alignment approaches in on synthetic multi-modal tasks, in real-world data from NeurIPS Multimodal Single-Cell Integration Challenge, and on a single cell microscopy to expression pr
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• At the Renaissance Society, Gork develops a new project for the Intermissions series in collaboration with performer, sound artist, and electronic musician Laetitia Sonami. Directly engaging with this unique setting, Gork introduces new physical elements into the empty gallery space, positions multiple sound sources, and experiments with the room’s unusual acoustics. For two days, Sonami and Gork mobilize and shape the sound within this environment across various listening zones. Visitors are free to come and go during the durational performance. Curated by Karsten Lund with Michael Harrison Special thanks to Meyer Sound, Berkeley, CA. On the weekend of November , Winsome Wong will present &#;Love Song: the bittersweet crumbs of having them at home&#; in collaboration with Vunkwan Tam and Annisa Cheung, at Tai Kwun&#;s HICCUP, a festival of body and sound co-presented by Tai Kwun Contemporary, Contemporary Musiking Hong Kong (Sound Forms), and rm. For the full schedule, see the link below. Doris Guo&#;s solo presentation, The Jar, is on view November 1st through 24th at K4 in Oslo, a non-profit gallery space for video art and mov
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