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cs.LG2026
Discrete Prototypical Memories for Federated Time Series Foundation Models
Liwei Deng, Qingxiang Liu, Xinhe Niu +5
Leveraging Large Language Models (LLMs) as federated learning (FL)-based time series foundation models offers a promising way to transfer the generalization capabilities of LLMs to…
cs.LG2024
D2Vformer: A Flexible Time Series Prediction Model Based on Time Position Embedding
Xiaobao Song, Hao Wang, Liwei Deng +3
Time position embeddings capture the positional information of time steps, often serving as auxiliary inputs to enhance the predictive capabilities of time series models. However,…