Author

Bin Luo

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Preprint Sep 2026

UnifiedAttack: Evaluating the Safety of Large Multimodal Models in Synergistic Harmful Image-Text Generation

As Large Multimodal Models (LMMs) transition toward natively unified architectures, evaluating their safety in synergistic harmful image-text generation tasks becomes a critical challenge. Unlike unimodal threats, synergistic risks emerge when text and image modalities are coordinated to produce harm that significantly...

Bin Luo, Jia-Lin Guo, T. Wang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Video-RSI: Recursive Self-Improvement of Video Understanding Agents via Harness Evolution

Video-RSI is introduced, a framework for recursive self-improvement in which a video understanding agent uses its own language model to revise its harness, and the evolved agent improves accuracy while processing fewer frames and achieves competitive accuracy-efficiency trade-offs against existing video understanding a...

Bin Luo, Jia-Lin Guo, Si-Qi Li · 0 citations

Preprint Aug 2026

SkillTrace: Traversing a Query-Skill Graph for Composable LLM Agents

This paper introduces SkillTrace, which organizes the user query into a semantic hierarchy, matches skill queries and candidates, and propagates over the skill dependencies, and delivers consistent improvements across different backbone language models, demonstrating the generality and robustness of graph-based skill r...

Yue Yao, Shengyuan Wang, Xin Chen et al. · 0 citations