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Rishav Mukherji

2 accepted papers

2024

Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks

NeurIPS 2024poster

Humans can effortlessly draw new categories from a single exemplar, a feat that has long posed a challenge for generative models. However, this gap has started to close with recent advances in diffusion models. This one-shot drawing task requires powerful inductive biases that have not been systemat…

Cited by 0SourcePDFScholar
2023

Diffusion Models as Artists: Are we Closing the Gap between Humans and Machines?

ICML 2023oral

An important milestone for AI is the development of algorithms that can produce drawings that are indistinguishable from those of humans. Here, we adapt the ''diversity vs. recognizability'' scoring framework from Boutin et al (2022) and find that one-shot diffusion models have indeed started to clo…