3 papers
cs.LG2025
Leveraging Exogenous Signals for Hydrology Time Series Forecasting
Junyang He, Judy Fox, Alireza Jafari +2
Recent advances in time series research facilitate the development of foundation models. While many state-of-the-art time series foundation models have been introduced, few studies…
cs.CV2024
NYC-Event-VPR: A Large-Scale High-Resolution Event-Based Visual Place Recognition Dataset in Dense Urban Environments
Taiyi Pan, Junyang He, Chao Chen +2
Visual place recognition (VPR) enables autonomous robots to identify previously visited locations, which contributes to tasks like simultaneous localization and mapping (SLAM). VPR…
cs.LG2024
Deep Learning Foundation and Pattern Models: Challenges in Hydrological Time Series
Junyang He, Ying-Jung Chen, Alireza Jafari +2
There has been active investigation into deep learning approaches for time series analysis, including foundation models. However, most studies do not address significant scientific…