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Mingyuan Gao

3 accepted papers

2026

Bridging Your Imagination with Audio-Video Generation via a Unified Director

ICML 2026poster

Existing AI-driven video creation systems typically treat script drafting and key-shot design as two disjoint tasks: the former relies on large language models, while the latter depends on image generation models. We argue that these two tasks should be unified within a single framework, as logical …

Cited by 2SourceScholar
2026

Instilling an Active Mind in Avatars via Cognitive Simulation

ICLR 2026oral

Current video avatar models can generate fluid animations but struggle to capture a character's authentic essence, primarily synchronizing motion with low-level audio cues instead of understanding higher-level semantics like emotion or intent. To bridge this gap, we propose a novel framework for gen…

Cited by 0SourcecodeScholar
2026

InterActHuman: Multi-Concept Human Animation with Layout-Aligned Audio Conditions

ICLR 2026poster

End-to-end human animation with rich multi-modal conditions, e.g., text, image and audio has achieved remarkable advancements in recent years. However, most existing methods could only animate a single subject and inject conditions in a global manner, ignoring scenarios that multiple concepts could…

Cited by 0SourceScholar