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20232026
most citedCALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

5 citations · 5 across the 6 of their papers we have counts for

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cs.LG2026

CP Loss: Channel-wise Perceptual Loss for Time Series Forecasting

Yaohua Zha, Chunlin Fan, Peiyuan Liu +4

Multi-channel time-series data, prevalent across diverse applications, is characterized by significant heterogeneity in its different channels. However, existing forecasting models…

cs.IT2026

Generalization Bounds for Transformer Channel Decoders

Qinshan Zhang, Bin Chen, Yong Jiang +1

Transformer channel decoders, such as the Error Correction Code Transformer (ECCT), have shown strong empirical performance in channel decoding, yet their generalization behavior r…