Author

Ze-Kun Li

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Preprint Oct 2026

ScenePercept: Scenario-Conditioned Perceptual Assessment of Real-World User-Generated Content Images

The rapid development of mobile imaging and social platforms has led to explosive growth in user-generated content images, making their systematic and comprehensive perceptual assessment increasingly important. Existing image perception benchmarks are typically task-oriented, curating specific scenarios for quality or...

Shu-Han Xia, Yu Chen, Xiang Wang et al. · 0 citations

#machine learning Preprint Sep 2026

Task-Oriented Key-Layer KV Communication for Efficient Latent Multi-Agent Collaboration

Large language model-based multi-agent systems improve complex problem solving through collaboration, while latent communication directly transmits model internal states to avoid the high inference costs of natural language. However, existing KV-based latent communication methods prioritize sender-side state fidelity,...

Dong-Sen Zhang, Pei-Pei Li, Ze-Kun Li et al. · 0 citations

Preprint Sep 2026

MM-VeriAgent: Learning to Use Extensive Tools to Verify Multimodal Misinformation with Reinforcement Learning

Real-world multimodal misinformation often involves mixed forgery sources, requiring sample-specific detection strategies. Existing tool-augmented methods rely on predefined workflows or inference-time planning, limiting adaptability or increasing inference cost. To address this issue, we introduce \textbf{MM-VeriAgent...

Pei-Pei Li, Shu-Han Xia, Sheng-Yang Liu et al. · 0 citations