UniCA: Unified Covariate Adaptation for Time Series Foundation Model
Lu Han · Yu Liu · Lan Li · Qiwen Deng · Jian Jiang · Yinbo sun · Zhe Yu · Binfeng Wang · Xingyu Lu · Lintao Ma · Han-Jia Ye · De-Chuan Zhan
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Lu Han · Yu Liu · Lan Li · Qiwen Deng · Jian Jiang · Yinbo sun · Zhe Yu · Binfeng Wang · Xingyu Lu · Lintao Ma · Han-Jia Ye · De-Chuan Zhan
Chengxi She · Zhiqiang Chen · Xingyu Lu · Caihua Chen · Piaoyang Zhao · Xuedong Wang
To address two correlated question in Optimization under Uncertainty (OuU): Expertise Threshold and Selection Conundrum, we propose LLM4OuU, a multi-agent framework that automates both the modeling and solving of six distinct types of uncertainty models and generates mapping pairs to explore the...
Jie Sun · Yu Liu · Lu Han · Qiwen Deng · Xiang Shu · Yang Xiao · Lintao Ma · Xingyu Lu · JUN ZHOU · Pengfei Liu · Jiancan Wu · Xiang Wang
While transformer-based Large Language Models (LLMs) theoretically support massive context windows, they suffer from severe performance degradation when processing long numerical sequences. We attribute this failure to the attention dispersion in the Softmax mechanism, which prevents the model fr...