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cs.LG2025
EMAformer: Enhancing Transformer through Embedding Armor for Time Series Forecasting
Zhiwei Zhang, Xinyi Du, Xuanchi Guo +2
Multivariate time series forecasting is crucial across a wide range of domains. While presenting notable progress for the Transformer architecture, iTransformer still lags behind t…
cs.CL2025★ 1 cited
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models
Feiyang Li, Peng Fang, Zhan Shi +5
Chain-of-thought (CoT) reasoning boosts large language models' (LLMs) performance on complex tasks but faces two key limitations: a lack of reliability when solely relying on LLM-g…