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Nicholas Boffi

@nmboffi • 2,148 subscribers

assistant professor @mldcmu & cmu mathematics. creating the future of generative modeling with flow maps previously @Harvard, @MIT, @GoogleAI, @NYU_Courant.

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We just brought flow maps to language modeling for one-step sequence generation 💥 Discrete diffusion is not necessary -- continuous flows over one-hot encodings achieve SoTA performance and ≥8.3× faster generation 🔥 We believe this is a major step forward for discrete generative modeling and language modeling alike. 🚀 Full thread from first author Chanhyuk Lee:
0:23
nmboffi's profile picture

We just brought flow maps to language modeling for one-step sequence generation 💥 Discrete diffusion is not necessary -- continuous flows over one-hot encodings achieve SoTA performance and ≥8.3× faster generation 🔥 We believe this is a major step forward for discrete generative modeling and language modeling alike. 🚀 Full thread from first author Chanhyuk Lee:

Nicholas Boffi

44,062 Aufrufe • vor 5 Monaten

Consistency models, CTMs, shortcut models, align your flow, mean flow... What's the connection, and how should you learn them in practice? We show they're all different sides of the same coin connected by one central object: the flow map. 🧵(1/n)
2:55
nmboffi's profile picture

Consistency models, CTMs, shortcut models, align your flow, mean flow... What's the connection, and how should you learn them in practice? We show they're all different sides of the same coin connected by one central object: the flow map. 🧵(1/n)

Nicholas Boffi

65,689 Aufrufe • vor 9 Monaten

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