Seunghan Lee

1. Soft Contrastive Learning for Time Series
   2023/12/27 by Seunghan Lee, Taeyoung Park, Lee, Seunghan +3 · 18 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting
2. Learning to Embed Time Series Patches Independently
   2023/12/27 by Seunghan Lee, Lee, Seunghan, Taeyoung Park +3 · 10 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting
3. Sequential Order-Robust Mamba for Time Series Forecasting
   2024/10/30 by Seunghan Lee, Lee, Seunghan, Kibok Lee +4 · 3 citations
   Engineering · #Advanced Control Systems Optimization #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Beyond Magnitude and Shape: A Direction-Aware Loss for Time Series Forecasting
   2026/08/03 by Seunghan Lee, Jaehoon Lee, Jun Seo +9
   Computer Science · #cs.LG #cs.AI
5. ReasonCast: Towards Explainable Time Series Forecasting with Reasoning
   2026/08/03 by Seunghan Lee, Jun Seo, Jaehoon Lee +9
   Computer Science · #cs.AI #cs.LG