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

@inproceedings{li-2025-integrating, author = {Dan Li and Arjen P. de Vries and Zhuomin Chen and Wouter Alink and Jiahui Zhou and Dan Li and Arjen P. de Vries and Jiahui Zhou and Shunyu Wu and Roberto Cornacchia and Wouter Alink and Shunyu Wu and Roberto Cornacchia and Haozheng Ye and Jian Lou and See-Kiong Ng}, editor = {Meeyoung Cha and Carl Yang and Senjuti Basu Roy and Chanyoung Park 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} }