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arXiv preprint arXiv:2312.04461 (2024) 2, 3

6 Pith papers cite this work. Polarity classification is still indexing.

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Adaptive Subspace Projection for Generative Personalization

cs.CV · 2026-05-08 · unverdicted · novelty 7.0

A training-free adaptive subspace projection method mitigates semantic collapsing in generative personalization by isolating and adjusting drift in a low-dimensional subspace using the stable pre-trained embedding as anchor.

IdGlow: Dynamic Identity Modulation for Multi-Subject Generation

cs.CV · 2026-02-28 · unverdicted · novelty 6.0

IdGlow is a progressive two-stage diffusion framework that uses task-adaptive timestep scheduling, temporal gating, VLM prompt synthesis, and group-level DPO to balance identity preservation and scene coherence in multi-subject image generation.

Movie Gen: A Cast of Media Foundation Models

cs.CV · 2024-10-17 · unverdicted · novelty 5.0

A 30B-parameter transformer and related models generate high-quality videos and audio, claiming state-of-the-art results on text-to-video, video editing, personalization, and audio generation tasks.

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