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Multi-Stream Understanding

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X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding

arXiv:2606.02482v2 Announce Type: replace Abstract: While video streaming understanding has made significant strides, real-world applications, such as live sports broadcasting, autonomous driving, and multi-screen collaboration, inherently demand continuous, multi-stream interactions. However, existing benchmarks are confined to single-stream paradigms, leaving a critical gap in evaluating online, cross-stream reasoning. To bridge this, we introduce X-Stream, the first benchmark dedicated to...

arXiv CS 7d ago

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding

Announce Type: new Abstract: While video streaming understanding has made significant strides, real-world applications, such as live sports broadcasting, autonomous driving, and multi-screen collaboration, inherently demand continuous, multi-stream interactions. However, existing benchmarks are confined to single-stream paradigms, leaving a critical gap in evaluating online, cross-stream reasoning. To bridge this, we introduce X-Stream, the first benchmark dedicated to multi-stream streaming...

arXiv CS 8d ago