Author

Bang-Wei Liu

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#artificial intelligence Preprint Sep 2026

Watch-Think-Interact: Bootstrapping Long-Horizon Multi-Turn Streaming Video Reasoning with Reinforcement Learning

Watch-Think-Interact (WTI), a closed-loop framework for multi-question streaming video reasoning that maintains compact natural-language memory entries tagged with source-video time ranges, achieves state-of-the-art aggregate performance among the compared open-source streaming baselines.

Zi-Heng Huang, Yi-Cheng Bao, Xue-Heng Li et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Mandela-Bench: Multimodal Models Remember Canonical Images Instead of Seeing Them

Historical photographs and other canonical images can now be edited seamlessly with a single instruction, often leaving no reliable pixel-level trace. In such cases, the only evidence of manipulation may be a fact about what the image depicts. Existing benchmarks instead rely on generator artefacts, image-caption incon...

Yi-Cheng Bao, Zhen-Kun Gao, Xia-Hui Guo et al. · 0 citations