Title
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting Y. Wang Y. Liu Xiaoyi Duan Kai Wang AI4TS 19 0 0 07 May 2025
Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation Chenxi Liu Hao Miao Qianxiong Xu Shaowen Zhou Cheng Long Yan Zhao Ziyue Li Rui Zhao AI4TS 17 1 0 04 May 2025
TDRI: Two-Phase Dialogue Refinement and Co-Adaptation for Interactive Image Generation Yuheng Feng Jianhui Wang Kun Li Sida Li Tianyu Shi Haoyue Han Miao Zhang Xueqian Wang DiffM 38 0 0 22 Mar 2025
PPGF: Probability Pattern-Guided Time Series Forecasting Yanru Sun Zongxia Xie Haoyu Xing Hualong Yu Q. Hu AI4TS 38 0 0 18 Feb 2025
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 53 12 0 16 Oct 2024
Towards Neural Scaling Laws for Time Series Foundation Models Qingren Yao Chao-Han Huck Yang Renhe Jiang Yuxuan Liang Ming Jin Shirui Pan AI4TS AI4CE 26 6 0 16 Oct 2024
Self-evolving Agents with reflective and memory-augmented abilities Xuechen Liang Yangfan He Yinghui Xia Xinyuan Song Jianhui Wang ... Keqin Li Jiaqi Chen Jinsong Yang Siyuan Chen Tianyu Shi LLMAG KELM CLL 20 2 0 01 Sep 2024
QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models -- Extended Version David Campos Bin Yang Tung Kieu Miao Zhang Chenjuan Guo Christian S. Jensen 35 7 0 22 Apr 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning Peiyuan Liu Hang Guo Tao Dai Naiqi Li Jigang Bao Xudong Ren Yong Jiang Shu-Tao Xia AI4TS 38 16 0 12 Mar 2024
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 109 165 0 18 May 2022
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 159 2,327 0 14 Dec 2020