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cs.LG2026
Compositional Generative Modeling from Decentralized Data
Mashrur M. Morshed, Vishnu Naresh Boddeti
Learning the compositional nature of the physical world requires joint observation of interacting factors. However, because practical data is often decentralized, these factors are…
cs.LG2025
Incorporating Interventional Independence Improves Robustness against Interventional Distribution Shift
Gautam Sreekumar, Vishnu Naresh Boddeti
We study the problem of learning robust discriminative representations of causally related latent variables given the underlying causal graph and a training set comprising passivel…