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Showing papers from Google DeepMind / NYU Show all papers

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NeurIPS 2026New YorkMetaFacebookMeta AIGoogle DeepMind / NYUText-to-image

RepFusion: Leveraging Multimodal Priors for Denoising in Representation Space

RepFusion conditions a diffusion transformer on multimodal LLM outputs to denoise visual representations, outperforming comparable newly initialized denoisers.

Xichen Pan, Satya Narayan Shukla, Aashu Singh, Shlok K Mishra and 1 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 17 on Hugging Face

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7/20 AI panelreviewers recommend it

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AI panel: 7 of 20 reviewers recommend it
lenient 3/5
medium 4/10
strict 0/5
91%Must read
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NeurIPS 2026Australian NationalNew YorkAdobe ResearchAdobeAdobe Research, USDiffusion models

Improved Baselines with Representation Autoencoders

Using summed last-k encoder layers and combining RAE with REPA, RAEv2 achieves state-of-the-art gFID of 1.06 in 80 epochs with 10x faster convergence and free guidance.

Jaskirat Singh, Boyang Zheng, Zongze Wu, Richard Zhang and 2 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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17/20 AI panelreviewers recommend it

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AI panel: 17 of 20 reviewers recommend it
lenient 3/5
medium 10/10
strict 4/5
80%Must read
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NeurIPS 2026SpotlightNew YorkStanfordRutgersAmazonNew York University, MetaVideo generation

Solaris: Building a Multiplayer Video World Model in Minecraft

Solaris introduces a multiplayer video world model and automated data system for Minecraft, collecting 12.64M frames to enable consistent multi-agent simulation via staged training that outperforms single-player baselines.

Oscar Michel, Georgy Savva, Daohan Lu, Suppakit Waiwitlikhit and 6 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5