3 papers
cs.AI2026
ASE: Attribution-Guided Semantic Evolution for Time Series Forecasting
Yuxuan Zheng, Zhaoyang Li, Purui Liu +2
External text can supply predictive information absent from numerical histories, but its value depends on how it is represented, combined and deployed. We present Attribution-guide…
cs.LG2025
PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning
Hengbo Xiao, Purui Liu, Jingyuan Fan +5
Tasks on complex systems require high-precision numerical computation to support decisions. However, current large language models (LLMs), even with enhanced reasoning capabilities…
cs.LG2025
Multitask Battery Management with Flexible Pretraining
Hong Lu, Jiali Chen, Jingzhao Zhang +3
Industrial-scale battery management involves various types of tasks, such as estimation, prediction, and system-level diagnostics. Each task employs distinct data across temporal s…