Author

Yinghao Zhu

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Preprint Aug 2026

StreamArena: Toward Continuous, Interactive, and Long-Horizon Agentic Streaming Video Understanding

StreamMind is introduced, a two-tier architecture that assigns latency-critical interaction and proactive monitoring to independently scheduled frontend workers, while backend workers asynchronously construct persistent multimodal memory and perform historical recall and external search.

Xichen Zhang, Guankai Li, Yinghao Zhu et al. · 0 citations

Preprint Aug 2026

LongChart VQA: A Comprehensive Benchmark for MLLMs with Complex Multi-Chart Reasoning

This work evaluates 10 state-of-the-art MLLMs and examines three factors that influence performance: reasoning patterns, auxiliary tools, and robustness to image perturbations, showing that MLLM accuracy decreases and varies substantially as computational complexity increases.

Ziyan Xiao, Yinghao Zhu, Wenting Zhang et al. · 0 citations