@misc{dl3-c04-1, title = {Time2Vec: Learning a Vector Representation of Time}, author = {Seyed Mehran Kazemi and Rishab Goel and Sepehr Eghbali and Janahan Ramanan and Jaspreet Sahota and Sanjay Thakur and Stella Wu and Cathal Smyth and Pascal Poupart and Marcus Brubaker}, year = {2019}, url = {https://arxiv.org/abs/1907.05321}, howpublished = {arXiv author manuscript}, archivePrefix = {arXiv}, eprint = {1907.05321}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-c04-2, title = {Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting}, author = {Bryan Lim and Sercan O. Arik and Nicolas Loeff and Tomas Pfister}, year = {2019}, url = {https://arxiv.org/abs/1912.09363}, howpublished = {arXiv author manuscript}, archivePrefix = {arXiv}, eprint = {1912.09363}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-c04-3, title = {Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting}, author = {Haoyi Zhou and Shanghang Zhang and Jieqi Peng and Shuai Zhang and Jianxin Li and Hui Xiong and Wancai Zhang}, year = {2020}, url = {https://arxiv.org/abs/2012.07436}, howpublished = {arXiv author manuscript}, archivePrefix = {arXiv}, eprint = {2012.07436}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-c04-4, title = {Are Transformers Effective for Time Series Forecasting?}, author = {Ailing Zeng and Muxi Chen and Lei Zhang and Qiang Xu}, year = {2022}, url = {https://arxiv.org/abs/2205.13504}, howpublished = {arXiv author manuscript}, archivePrefix = {arXiv}, eprint = {2205.13504}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-c04-5, title = {A Time Series is Worth 64 Words: Long-term Forecasting with Transformers}, author = {Yuqi Nie and Nam H. Nguyen and Phanwadee Sinthong and Jayant Kalagnanam}, year = {2022}, url = {https://arxiv.org/abs/2211.14730}, howpublished = {arXiv author manuscript}, archivePrefix = {arXiv}, eprint = {2211.14730}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} } @misc{dl3-c04-6, title = {DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks}, author = {David Salinas and Valentin Flunkert and Jan Gasthaus}, year = {2017}, url = {https://arxiv.org/abs/1704.04110}, howpublished = {arXiv author manuscript}, archivePrefix = {arXiv}, eprint = {1704.04110}, note = {Cited author-manuscript edition; peer review is not inferred from arXiv} }