The EMBERS architecture for streaming predictive analytics. - Andy Doyle; Graham Katz; Kristen Maria Summers; Chris Ackermann; Ilya Zavorin; Zunsik Lim; Sathappan Muthiah; Liang Zhao 002; Chang-Tien Lu; Patrick Butler; Rupinder Paul Khandpur; Youssef Fayed; et al. (IEEE BigData, 2014)

'Beating the news' with EMBERS: forecasting civil unrest using open source indicators. - Naren Ramakrishnan; Patrick Butler; Sathappan Muthiah; Nathan Self; Rupinder Paul Khandpur; Parang Saraf; Wei Wang 064; Jose Cadena; Anil Vullikanti; Gizem Korkmaz; Chris J. Kuhlman; Achla Marathe; et al. (KDD, 2014)

Forecasting Significant Societal Events Using The Embers Streaming Predictive Analytics System. - Andy Doyle; Graham Katz; Kristen Maria Summers; Chris Ackermann; Ilya Zavorin; Zunsik Lim; Sathappan Muthiah; Patrick Butler; Nathan Self; Liang Zhao 002; Chang-Tien Lu; Rupinder Paul Khandpur; et al. (Big Data, 2014)

Planned Protest Modeling in News and Social Media. - Sathappan Muthiah; Bert Huang; Jaime Arredondo; David Mares; Lise Getoor; Graham Katz; Naren Ramakrishnan (AAAI, 2015)

Uncovering News-Twitter Reciprocity via Interaction Patterns. - Yue Ning 001; Sathappan Muthiah; Ravi Tandon; Naren Ramakrishnan (ASONAM, 2015)

EMBERS at 4 years: Experiences operating an Open Source Indicators Forecasting System. - Sathappan Muthiah; Patrick Butler; Rupinder Paul Khandpur; Parang Saraf; Nathan Self; Alla Rozovskaya; Liang Zhao 002; Jose Cadena; Chang-Tien Lu; Anil Vullikanti; Achla Marathe; Kristen Maria Summers; et al. (KDD, 2016)

Modeling Precursors for Event Forecasting via Nested Multi-Instance Learning. - Yue Ning 001; Sathappan Muthiah; Huzefa Rangwala; Naren Ramakrishnan (KDD, 2016)

Capturing Planned Protests from Open Source Indicators. - Sathappan Muthiah; Bert Huang; Jaime Arredondo; David Mares; Lise Getoor; Graham Katz; Naren Ramakrishnan (AI Mag., 2016)

Hierarchical Quickest Change Detection via Surrogates. - Prithwish Chakraborty; Sathappan Muthiah; Ravi Tandon; Naren Ramakrishnan (CoRR, 2016)

When do Crowds Turn Violent? Uncovering Triggers from Media. - Yue Ning 001; Sathappan Muthiah; Naren Ramakrishnan; Huzefa Rangwala; David Mares (ASONAM, 2018)

DeepDiffuse: Predicting the 'Who' and 'When' in Cascades. - Mohammad Raihanul Islam; Sathappan Muthiah; Bijaya Adhikari; B. Aditya Prakash; Naren Ramakrishnan (ICDM, 2018)

RumorSleuth: joint detection of rumor veracity and user stance. - Mohammad Raihanul Islam; Sathappan Muthiah; Naren Ramakrishnan (ASONAM, 2019)

Multivariate Long-Term State Forecasting in Cyber-Physical Systems: A Sequence to Sequence Approach. - Nikhil Muralidhar; Sathappan Muthiah; Kiyoshi Nakayama; Ratnesh Sharma; Naren Ramakrishnan (IEEE BigData, 2019)

NActSeer: Predicting User Actions in Social Network using Graph Augmented Neural Network. - Mohammad Raihanul Islam; Sathappan Muthiah; Naren Ramakrishnan (CIKM, 2019)

DyAt Nets: Dynamic Attention Networks for State Forecasting in Cyber-Physical Systems. - Nikhil Muralidhar; Sathappan Muthiah; Naren Ramakrishnan (IJCAI, 2019)

Geospatial Clustering for Balanced and Proximal Schools. - Subhodip Biswas; Fanglan Chen; Andreea Sistrunk; Sathappan Muthiah; Zhiqian Chen; Nathan Self; Chang-Tien Lu; Naren Ramakrishnan (AAAI, 2020)

Detecting Anomalies Through Contrast in Heterogeneous Data. - Debanjan Datta; Sathappan Muthiah; Naren Ramakrishnan (CoRR, 2021)

Using AntiPatterns to avoid MLOps Mistakes. - Nikhil Muralidhar; Sathappan Muthiah; Patrick Butler; Manish Jain; Yu Yu; Katy Burne; Weipeng Li; David Jones; Prakash Arunachalam; Hays 'Skip' McCormick; Naren Ramakrishnan (CoRR, 2021)

Lessons from Deep Learning applied to Scholarly Information Extraction: What Works, What Doesn't, and Future Directions. - Raquib Bin Yousuf; Subhodip Biswas; Kulendra Kumar Kaushal; James Dunham; Rebecca Gelles; Sathappan Muthiah; Nathan Self; Patrick Butler; Naren Ramakrishnan (CoRR, 2022)

Scrutinizing Shipment Records To Thwart Illegal Timber Trade. - Debanjan Datta; Sathappan Muthiah; John Simeone; Amelia Meadows; Naren Ramakrishnan (CoRR, 2022)

Progressive Refinement of E-commerce Search Ranking Based on Short-Term Activities of the Buyer. - Taoran Sheng; Sathappan Muthiah; Atiq Islam; Jinming Feng (SIGIR, 2025)