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20212026
most citedSea Ice Forecasting using Attention-based Ensemble LSTM

19 citations · 31 across the 6 of their papers we have counts for

collaborators

8 papers

cs.AI2026

Large-Scale Analysis of Persuasive Content on Moltbook

Julia Jose, Meghna Manoj Nair, Rachel Greenstadt

We present an NLP-based study of political propaganda on Moltbook, a Reddit-style platform for AI agents. To enable large-scale analysis, we develop LLM-based classifiers to detect…

cs.LG2024

Estimating Direct and Indirect Causal Effects of Spatiotemporal Interventions in Presence of Spatial Interference

Sahara Ali, Omar Faruque, Jianwu Wang

Spatial interference (SI) occurs when the treatment at one location affects the outcomes at other locations. Accounting for spatial interference in spatiotemporal settings poses fu…

physics.data-an2024★ 2 cited

Causality for Earth Science -- A Review on Time-series and Spatiotemporal Causality Methods

Sahara Ali, Uzma Hasan, Xingyan Li +5

This survey paper covers the breadth and depth of time-series and spatiotemporal causality methods, and their applications in Earth Science. More specifically, the paper presents a…

cs.LG2024★ 1 cited

TS-CausalNN: Learning Temporal Causal Relations from Non-linear Non-stationary Time Series Data

Omar Faruque, Sahara Ali, Xue Zheng +1

The growing availability and importance of time series data across various domains, including environmental science, epidemiology, and economics, has led to an increasing need for…

physics.ao-ph2023

Integrating Fourier Transform and Residual Learning for Arctic Sea Ice Forecasting

Louis Lapp, Sahara Ali, Jianwu Wang

Arctic sea ice plays integral roles in both polar and global environmental systems, notably ecosystems, communities, and economies. As sea ice continues to decline due to climate c…

physics.ao-ph2023★ 9 cited

MT-IceNet -- A Spatial and Multi-Temporal Deep Learning Model for Arctic Sea Ice Forecasting

Sahara Ali, Jianwu Wang

Arctic amplification has altered the climate patterns both regionally and globally, resulting in more frequent and more intense extreme weather events in the past few decades. The…

cs.AI2023

Quantifying Causes of Arctic Amplification via Deep Learning based Time-series Causal Inference

Sahara Ali, Omar Faruque, Yiyi Huang +4

The warming of the Arctic, also known as Arctic amplification, is led by several atmospheric and oceanic drivers. However, the details of its underlying thermodynamic causes are st…

physics.ao-ph2021★ 19 cited

Sea Ice Forecasting using Attention-based Ensemble LSTM

Sahara Ali, Yiyi Huang, Xin Huang +1

Accurately forecasting Arctic sea ice from subseasonal to seasonal scales has been a major scientific effort with fundamental challenges at play. In addition to physics-based earth…