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[CS.AI] AcrossVAM2.0: Conflict-Aware Point Supervision for Parameter-Efficient Video Diffusion Adaptation

Published at: 2026-10-15 22:00 Last updated: 2026-10-18 08:05
#AI #Machine Learning #Neural

Explicit point correspondence is attractive for video generators because it directly describes how visible surfaces move, yet it can overwrite the appearance priors learned by a large pretrained model. This work investigates this tension in a 5.01 B‑parameter text‑to‑video diffusion transformer and proposes AcrossVAM2.0 for conflict‑aware adaptation.\ \ AcrossVAM2.0 consists of three components:\

Original Source: https://arxiv.org/abs/2610.14693

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