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Zico Kolter

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titleconferencedate
Understanding (a bit about) hallucinations in Generative AIModern Paradigms in Generalization Boot Camp 20242024-08-27
Diffusion models trained on a simple shapes dataset and on hands produce 1–2% clearly impossible samples (two shapes in one region, nonfive fingers). Analysis…
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Integrating Constraints into Deep Learning Architectures with Structured LayersEmerging Challenges in Deep Learning (Simons Institute workshop, 2019)2019-08-05
Claims that a weight‑tied, input‑injected network can be collapsed to a single implicit layer and trained by solving for its root, implemented as deep…
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Provable Robustness Beyond Bound PropagationFrontiers of Deep Learning 20192019-07-15
Proposes that randomized smoothing — classifying by majority vote over Gaussian-noised inputs — yields a provable certified L2 radius (r = sigma Phi^{-1}(p))…
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