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Is Monotonic Sampling Necessary in Diffusion Models?

cs.LG · 2026-05-12 · unverdicted · novelty 7.0

Non-monotonic sampling schedules never improve upon monotonic baselines in diffusion models, with performance gaps ranging from substantial to negligible depending on the denoiser.

Controllable Sim Agents with Behavior Latents

cs.RO · 2026-07-02 · unverdicted · novelty 6.0

CNeVA combines variational behavior latents with rectified-flow generators and soft eligibility to deliver controllable yet realistic traffic simulation on Waymo data.

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Showing 4 of 4 citing papers.