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Author

Zhuo-Li Tao

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2026

Memory-Augmented Multimodal Large Language Models for Small Object Understanding in Streaming Aerial Videos

This work proposes SkyAnchor, an MLLM with two designs to the above challenges: a Semantics-Aware Token Router that preserves small-target under a reduced visual-token budget, and a Hierarchical Memory Bank that keeps the target consistently understood on streams.

Penglei Sun, Yehua Huang, Zhuoli Tao et al. · 0 citations
Jul 2026

SearchArt: Training Long-Horizon Search Agent with Scalable Synthetic and Verified Task

SearchArt is introduced, a scalable framework for training long-horizon search agents through verification-driven task synthesis and a multi-stage post-training pipeline, which exhibits adaptive search planning, iterative evidence aggregation, and complex reasoning over extended interaction horizons.

Lang Mei, Xiaohan Yu, Chong Chen et al. · 1 citation

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