Author

Bohao Li

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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

UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks

The first capability-driven benchmark designed to evaluate proactive agents in dynamic, real-world settings is introduced, and comprehensive comparisons across both models and frameworks show how base model capabilities and agent framework designs jointly shape performance in real-world environments.

Zhekai Chen, Chengqi Duan, Kaiyue Sun et al. · arXiv.org · 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. · arXiv.org · 0 citations