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… Probing which visual channels carry this signal reveals a sharp dissociation: removing color costs only 10.6pp of house identity accuracy, while removing texture costs 37.6pp, establishing texture and luminance as the primary carriers of editorial identity . …
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… AI-generated summary We propose EverAnimate, an efficient post-training method for long-horizon animated video generation that preserves visual quality and character identity . …
… View arXiv page View PDF Project page GitHub 2 Add to collection Community LASE is a language-adversarial speaker encoder for cross-script identity preservation in Indic TTS. …
… View arXiv page View PDF Add to collection Community We investigate rare token and contextual collapse problem in LLM design and propose to inject token identity information to each transformer layer. the idea of embedding memory that keeps token identity alive through every layer is a clean counte… …
… While effective for appearance-based modifications, such 2D-centric 3D editing pipelines often struggle with fine-grained 3D editing , where localized structural changes must be applied while strictly preserving an object's overall identity. …
… The following papers were recommended by the Semantic Scholar API MMControl: Unified Multi-Modal Control for Joint Audio-Video Generation 2026 ID-LoRA: Identity-Driven Audio-Video Personalization with In-Context LoRA 2026 Improving Joint Audio-Video Generation with Cross-Modal Context Learning 2026… …