Naiqi Li
- CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
2024/03/12 by Peiyuan Liu, Hang Guo, Liu, Peiyuan +13 · 41 citations
Computer Science · Decision Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting
2025/01/22 by Yifan Hu, Hu, Yifan, Guibin Zhang +15 · 16 citations
Computer Science · #Data Management and Algorithms #Data Visualization and Analytics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
- TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting
2024/10/06 by Peiyuan Liu, Beiliang Wu, Liu, Peiyuan +11 · 11 citations
Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Complex Systems and Time Series Analysis #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting
- FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting
2025/02/26 by Yifan Hu, Hu, Yifan, Yuante Li +14 · 11 citations
Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Complex Systems and Time Series Analysis #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting #and Science (cs.CE)
- LCM: Locally Constrained Compact Point Cloud Model for Masked Point Modeling
2024/05/27 by Yaohua Zha, Naiqi Li, Zha, Yaohua +15 · 4 citations
Computer Science · Earth and Planetary Sciences · Engineering · #3D Shape Modeling and Analysis #3D Surveying and Cultural Heritage #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- WFTNet: Exploiting Global and Local Periodicity in Long-term Time Series Forecasting
2023/09/20 by Peiyuan Liu, Beiliang Wu, Liu, Peiyuan +13 · 3 citations
Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- Diffusion Prior Interpolation for Flexibility Real-World Face Super-Resolution
2024/12/21 by Jiarui Yang, Tao Dai, Yang, Jiarui +9 · 4 citations
Computer Science · Engineering · #Advanced Image Processing Techniques #Image and Signal Denoising Methods #Image Processing Techniques and Applications
- FinMamba: Market-Aware Graph Enhanced Multi-Level Mamba for Stock Movement Prediction
2025/02/10 by Yifan Hu, Peiyuan Liu, Hu, Yifan +13 · 3 citations
Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Complex Systems and Time Series Analysis #Computational Engineering #FOS: Computer and information sciences #Finance #Stock Market Forecasting Methods #Time Series Analysis and Forecasting #and Science (cs.CE)
- Logic-of-Thought: Empowering Large Language Models with Logic Programs for Solving Puzzles in Natural Language
2025/05/22 by Naiqi Li, Li, Naiqi, Peiyuan Liu +9 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Natural Language Processing Techniques #Semantic Web and Ontologies