Dongjin Song

Learning system dynamics without forgetting

Explainable Multi-modal Time Series Prediction with LLM-in-the-Loop

TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster

Structural Knowledge Informed Continual Learning for Multivariate Time Series Forecasting

Online GNN Evaluation Under Test-time Graph Distribution Shifts

The Power of Minimalism in Long Sequence Time-series Forecasting

Topology-aware Embedding Memory for Learning on Expanding Graphs

Structural Knowledge Informed Continual Multivariate Time Series Forecasting