Integrating Time Series into LLMs via Multi-layer Steerable Embedding Fusion for Enhanced Forecasting.

@inproceedings{chen-2025-integrating, author = {Zhuomin Chen and Arjen P. de Vries and Dan Li and Arjen P. de Vries and Dan Li and Jiahui Zhou and Wouter Alink and Jiahui Zhou and Wouter Alink and Roberto Cornacchia and Shunyu Wu and Roberto Cornacchia and Shunyu Wu and Haozheng Ye and Jian Lou and See-Kiong Ng}, editor = {Carl Yang and Meeyoung Cha and Chanyoung Park and Senjuti Basu Roy and Zhenhui Jessie Li and Noseong Park and Carl Yang and Senjuti Basu Roy and Zhenhui Jessie Li and Jaap Kamps and Kijung Shin and Bryan Hooi and Lifang He}, title = {{Integrating Time Series into LLMs via Multi-layer Steerable Embedding Fusion for Enhanced Forecasting}}, booktitle = {{Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025}}, pages = {4675--4679}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3746252.3760803}, doi = {https://doi.org/10.1145/3746252.3760803} }