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Bounds for the smallest eigenvalue of the NTK for arbitrary spherical data of arbitrary dimension

Neural Information Processing Systems

While initial breakthroughs on the convergence of gradient optimization in neural networks (Li & Liang, 2018; Du et al., 2019a; Allen-Zhu et al., 2019) required unrealistic conditions on the


f04351c9fa1e22797c7d32c1f6d23948-Paper-Datasets_and_Benchmarks_Track.pdf

Neural Information Processing Systems

Generative AI has revolutionised visual content editing, empowering users to effortlessly modify images and videos. However, not all edits are equal. To perform realistic edits in domains such as natural image or medical imaging, modifications must respect causal relationships inherent to the data generation process.