{"total":15,"rows":[{"id":"2502.10721","title":"A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective","created":"2025-02-15","cited_by_count":58,"area":null},{"id":"2405.02358","title":"Empowering Time Series Analysis with Foundation Models: A Comprehensive Survey","created":"2024-05-03","cited_by_count":23,"area":null},{"id":"2503.07674","title":"TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation","created":"2025-03-10","cited_by_count":8,"area":null},{"id":"2510.19710","title":"SEMPO: Lightweight Foundation Models for Time Series Forecasting","created":"2025-10-22","cited_by_count":7,"area":null},{"id":"2501.17888","title":"RadioLLM: Introducing Large Language Model into Cognitive Radio via Hybrid Prompt and Token Reprogrammings","created":"2025-01-28","cited_by_count":6,"area":null},{"id":"2508.12235","title":"CC-Time: Cross-Model and Cross-Modality Time Series Forecasting","created":"2025-08-17","cited_by_count":6,"area":null},{"id":"2405.15317","title":"NuwaTS: a Foundation Model Mending Every Incomplete Time Series","created":"2024-05-24","cited_by_count":4,"area":null},{"id":"2508.07697","title":"Semantic-Enhanced Time-Series Forecasting via Large Language Models","created":"2025-08-11","cited_by_count":3,"area":null},{"id":"2503.23190","title":"Ethereum Price Prediction Employing Large Language Models for Short-term and Few-shot Forecasting","created":"2025-03-29","cited_by_count":2,"area":null},{"id":"2505.13175","title":"Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment","created":"2025-05-19","cited_by_count":1,"area":null},{"id":"2507.17016","title":"Causal Graph Fuzzy LLMs: A First Introduction and Applications in Time Series Forecasting","created":"2025-07-22","cited_by_count":1,"area":null},{"id":"2509.21260","title":"A Causality-Aware Spatiotemporal Model for Multi-Region and Multi-Pollutant Air Quality Forecasting","created":"2025-09-25","cited_by_count":1,"area":null},{"id":"2506.11512","title":"From Time Series Analysis to Question Answering: A Survey in the LLM Era","created":"2025-06-13","cited_by_count":0,"area":null},{"id":"2603.19899","title":"Deep Time-Series Forecasting in 10 Years: A Survey","created":"2026-03-20","cited_by_count":0,"area":null},{"id":"2608.17164","title":"SCENARIODIFF: A Scenario-level Guidance Framework for Multimodal Time Series Forecasting--Extended Version","created":"2026-08-17","cited_by_count":0,"area":null}],"next_cursor":null}