{"total":15,"rows":[{"id":"2505.11250","title":"Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline","created":"2025-05-16","cited_by_count":55,"area":null},{"id":"2505.17431","title":"HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting","created":"2025-05-23","cited_by_count":15,"area":null},{"id":"2503.23167","title":"Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks","created":"2025-03-29","cited_by_count":14,"area":null},{"id":"2602.00582","title":"Bridging Time and Frequency: A Joint Modeling Framework for Irregular Multivariate Time Series Forecasting","created":"2026-01-31","cited_by_count":9,"area":null},{"id":"2509.23313","title":"ASTGI: Adaptive Spatio-Temporal Graph Interactions for Irregular Multivariate Time Series Forecasting","created":"2025-09-27","cited_by_count":8,"area":null},{"id":"2606.03121","title":"TiWeaver: Unified Temporal Dynamics Modeling via Contextual Patching","created":"2026-06-02","cited_by_count":2,"area":null},{"id":"2506.08660","title":"Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness","created":"2025-06-10","cited_by_count":1,"area":null},{"id":"2603.05997","title":"MM-ISTS: Cooperating Irregularly Sampled Time Series Forecasting with Multimodal Vision-Text LLMs","created":"2026-03-06","cited_by_count":1,"area":null},{"id":"2605.10179","title":"One-Step Graph-Structured Neural Flows for Irregular Multivariate Time Series Classification","created":"2026-05-11","cited_by_count":1,"area":null},{"id":"2607.28035","title":"Enhancing Irregular Time Series Forecasting with Continuous-Time Modeling Framework","created":"2026-07-30","cited_by_count":1,"area":null},{"id":"2602.21498","title":"Learning Recursive Multi-Scale Representations for Irregular Multivariate Time Series Forecasting","created":"2026-02-25","cited_by_count":0,"area":null},{"id":"2607.21922","title":"MissHyper: Restoring Clinical Synchronicity in Missingness-Guided Hypergraph Forecasting","created":"2026-07-24","cited_by_count":0,"area":null},{"id":"2608.17284","title":"Rethinking Irregular Time Series Forecasting from the Perspective of Basis Functions","created":"2026-08-18","cited_by_count":0,"area":null},{"id":"2609.33303","title":"BITS: Rethinking Fair and Comprehensive Evaluation for Irregular Time Series Forecasting","created":"2026-09-27","cited_by_count":0,"area":null},{"id":"2610.06936","title":"QiYao-I: A Manifold Based Foundation Model for Irregular Multivariate Time Series Forecasting","created":"2026-10-03","cited_by_count":0,"area":null}],"next_cursor":null}