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Author

Jiebo Luo

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Preprint Oct 2026

SCOPE: Semantic Bounded Credit Optimization for Prompt Engineering in Text-to-image Generation

Reinforcement learning (RL) enables language models to improve text-to-image (T2I) generation by rewriting prompts for a frozen image generator. Existing methods typically apply a single signal derived from the image to individual subword tokens, although objects, counts, attributes, and relations form coherent semanti...

Yu-Fei Jiao, Jin-Fa Huang, Ze-Yue Xue et al. · 0 citations

SocialOmni: Benchmarking Audio-Visual Social Interactivity in Omni Models

SocialOmni is introduced, an offline diagnostic benchmark that separates three turn-level decisions: identifying who is speaking, deciding when a designated participant should enter at an annotated query time, and determining how that participant should continue the dialogue.

Tian-Yu Xie, Jin-Fa Huang, Yue-Xiao Ma et al. · 12 citations · ⚡1
Jul 2026

WaveZip: Wavelet-Driven Space-Time Decoupling for Video Token Condensation

WaveZip is proposed, a joint signal-frequency-domain framework for efficient video inference that requires no task-specific training and can be seamlessly integrated into off-the-shelf LVLMs to boost inference efficiency.

Yuhui Zeng, Wang Chen, Jin-Fa Huang et al. · 1 citation

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