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Xiangyu Yue

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Preprint Aug 2026

AVCap: Reinforcing Audio-Video Joint Caption with Detail-Aware Reward

Detailed audio-video joint captioning is essential for multimodal video understanding and generation. However, prior works are constrained by three main limitations: (1) the scarcity of high-quality public datasets with fine-grained audio-visual joint captions; (2) reinforcement-learning methods that rely on coarse rew...

Ming-Yang Wu, Kai-Tuo Feng, Bohao Li et al. · 0 citations
Jul 2026

JarvisHub: An Open Harness for Canvas-Native Multimodal Creative Agents

JarvisHub is introduced, a canvas-native creative agent harness for long-horizon multimodal creation, where agents can progressively plan, generate, revise, and organize multimodal projects while users remain able to inspect, guide, and intervene throughout the process.

Yunlong Lin, Zixu Lin, Zhaohu Xing et al. · 1 citation
Jul 2026

Twins: Learn to Predict Unified Representations with Focal Loss

Twin, a unified continuous token space formed by channel-wise concatenating ViT and VAE features on the same token grid, so the sequence length is unchanged and attention cost does not increase is proposed, which performs competitively on multimodal understanding benchmarks and improves reconstruction fidelity.

Kaixiong Gong, Xin Cai, Bin Lin et al. · 0 citations

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