iHARP

Resources

• Greenland Ice Sheet Wide Supraglacial Lake Evolution and Dynamics: Insights From the 2018 and 2019 Melt Seasons
  Author(s): Devon Dunmire, Aneesh Subramanian, Emam Hossain, Md Osman Gani, Alison F. Banwell, Hammad Younas, Brendan Myers

  Type: PublicationsPublished: February 25, 2026

  https://theghub.org/resources/5345
• Correlation to Causation: A Causal Deep Learning Framework for Arctic Sea Ice Prediction
  Author(s): Emam Hossain, Muhammad Hasan Ferdous, Jianwu Wang, Aneesh Subramanian, Md Osman Gani

  Type: PublicationsPublished: February 25, 2026

  https://theghub.org/resources/5342
• Learning What Matters: Causal Time Series Modeling for Arctic Sea Ice Prediction
  Author(s): Emam Hossain, Md Osman Gani

  Type: PublicationsPublished: February 25, 2026

  https://theghub.org/resources/5339
• CMAD: Advancing Understanding of Geospatial Clusters of Anomalous Melt Events in Sea Ice Extent
  Author(s): Maloy Kumar Devnath, Sudip Chakraborty, Vandana Janeja

  Type: PublicationsPublished: February 11, 2026

  https://theghub.org/resources/5334
• Deep Learning for Antarctic Sea Ice Anomaly Detection and Prediction: A Two-Module Framework
  Author(s): Maloy Kumar Devnath, Sudip Chakraborty, Vandana Janeja

  Type: PublicationsPublished: February 11, 2026

  https://theghub.org/resources/5331
• Modeling Heterogeneity across Varying Spatial Extents: Discovering Linkages between Sea Ice Retreat and Ice Shelve Melt in the Antarctic
  Author(s): Maloy Kumar Devnath, Sudip Chakraborty, Vandana Janeja

  Type: PublicationsPublished: February 11, 2026

  https://theghub.org/resources/5328
• Harnessing Feature Clustering for Enhanced Anomaly Detection with VAE and Dynamic Threshold
  Author(s): Tolulope Ale, Vandana Janeja, Nicole-Jeanne Schlegel

  Type: PublicationsPublished: February 11, 2026

  https://theghub.org/resources/5326
• Uncertainty-Aware Anomaly Detection in Spatiotemporal Climate Data
  Author(s): Tolulope Ale, Ratnaksha Lele, Nicole-Jeanne Schlegel, Vandana Janeja

  Type: PublicationsPublished: February 11, 2026

  https://theghub.org/resources/5323
• CMAD: Advancing Understanding of Anomalous Melt Events over the Antarctic Sea Ice
  Author(s): Maloy Kumar Devnath, Sudip Chakraborty, Vandana Janeja

  Type: PostersPublished: October 28, 2024

  https://theghub.org/resources/5278
• Accelerating Subglacial Bed Topography Prediction in Greenland: A Performance Evaluation of Spark-Optimized Machine Learning Models
  Author(s): Mostafa Cham, Tartela Tabassum, Ehsan Shakeri, Jianwu Wang

  Type: PresentationsPublished: October 24, 2024

  https://theghub.org/resources/5268
• Quantifying Causes of Arctic Amplification via Deep Learning based Time-series Causal Inference
  Author(s): Sahara Ali, Omar Faruque, Yiyi Huang, Aneesh Subramanian, Nicole-Jeanne Schlegel, Md Osman Gani, Jianwu Wang

  Type: PublicationsPublished: July 23, 2024

  https://theghub.org/resources/5240
• Benchmarking probabilistic machine learning models for arctic sea ice forecasting
  Author(s): Sahara Ali, Seraj Mostafa, Xingyan Li, Sara Khanjani, Jianwu Wang, James Foulds, Vandana Janeja

  Type: PublicationsPublished: July 23, 2024

  https://theghub.org/resources/5237
• MT-IceNet – A Spatial and Multi-Temporal Deep Learning Model for Arctic Sea Ice Forecasting
  Author(s): Sahara Ali, Jianwu Wang

  Type: PublicationsPublished: July 23, 2024

  https://theghub.org/resources/5234
• Incorporating Causality with Deep Learning in Predicting Short-Term and Seasonal Sea Ice
  Author(s): Emam Hossain, Sahara Ali, Yiyi Huang, Nicole Schlegel, Jianwu Wang, Aneesh Subramanian, Md Osman Gani

  Type: PublicationsPublished: July 15, 2024

  https://theghub.org/resources/5230
• A Survey on Causal Discovery Methods for I.I.D. and Time Series Data
  Author(s): Uzma Hasan, Emam Hossain, Md Osman Gani

  Type: PublicationsPublished: July 15, 2024

  https://theghub.org/resources/5228