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Huan-Yao Zhang

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Fracast-0: Fractal Weight Sharing for a Time Series Foundation Model with Only 85K Parameters

Time series foundation models must preserve multi-domain breadth, probabilistic output, and multiple temporal scales, but parameter count grows when each scale receives a separate representation. We introduce Fracast-0, a probabilistic forecasting foundation model that exploits temporal self-similarity to reuse one ope...

Tian-Xiang Zhan, Huan-Yao Zhang, Yuan-Peng He · 0 citations
Preprint Aug 2026

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents

DeepVoyager-VL is proposed, a long-horizon multimodal deep-search framework for vision-in-the-loop search that constructs a multimodal event graph to drive data synthesis, yielding problems with intermediate visual dependencies and long reasoning chains.

Huan-Yao Zhang, Jie-Peng Zhou, Ru Zhao 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, Xiao-Han Yu, Chong Chen et al. · 1 citation

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