A hierarchical approach for causal modeling of process systems. - Resmi Suresh; Abhishek Sivaram; Venkat Venkatasubramanian (Comput. Chem. Eng., 2019)

Prediction error-based clustering approach for multiple-model learning using statistical testing. - Sivadurgaprasad Chinta; Abhishek Sivaram; Raghunathan Rengaswamy (Eng. Appl. Artif. Intell., 2019)

Mechanism discovery and model identification using genetic feature extraction and statistical testing. - Arijit Chakraborty; Abhishek Sivaram; Lakshminarayanan Samavedham; Venkat Venkatasubramanian (Comput. Chem. Eng., 2020)

Hidden representations in deep neural networks: Part 2. Regression problems. - Laya Das; Abhishek Sivaram; Venkat Venkatasubramanian (Comput. Chem. Eng., 2020)

Hidden representations in deep neural networks: Part 1. Classification problems. - Abhishek Sivaram; Laya Das; Venkat Venkatasubramanian (Comput. Chem. Eng., 2020)

Incorporating prior knowledge about structural constraints in model identification. - Deepak Maurya; Sivadurgaprasad Chinta; Abhishek Sivaram; Raghunathan Rengaswamy (CoRR, 2020)

AI-DARWIN: A first principles-based model discovery engine using machine learning. - Arijit Chakraborty; Abhishek Sivaram; Venkat Venkatasubramanian (Comput. Chem. Eng., 2021)

Robust and efficient swarm communication topologies for hostile environments. - Vipul Mann; Abhishek Sivaram; Laya Das; Venkat Venkatasubramanian (Swarm Evol. Comput., 2021)

A unified theory of emergent equilibrium phenomena in active and passive matter. - Venkat Venkatasubramanian; Abhishek Sivaram; Laya Das (Comput. Chem. Eng., 2022)

Machine Learning Framework for Causal Modeling for Process Fault Diagnosis and Mechanistic Explanation Generation - Abhishek Sivaram (2023)

Arbitrage Equilibrium, Invariance, and the Emergence of Spontaneous Order in the Dynamics of Bird-like Agents. - Abhishek Sivaram; Venkat Venkatasubramanian (Entropy, 2023)

Density and Affinity Dependent Social Segregation and Arbitrage Equilibrium in a Multi-class Schelling Game. - Venkat Venkatasubramanian; Jessica Shi 003; Leo Goldman; Arun Sankar E. M.; Abhishek Sivaram (CoRR, 2024)

Dynamics of batch protein precipitation. - Amirkiarash Ehtesham; Abhishek Sivaram; Sara Danielle Siegel; John van Zanten; Seyed Soheil Mansouri (Comput. Chem. Eng., 2025)

Models, modeling and model-based systems in the era of computers, machine learning and AI. - Seyed Soheil Mansouri; Abhishek Sivaram; Christopher J. Savoie; Rafiqul Gani (Comput. Chem. Eng., 2025)

Jaynes machine: The universal microstructure of deep neural networks. - Venkat Venkatasubramanian; N. Sanjeevrajan; Manasi Khandekar; Abhishek Sivaram; Collin Szczepanski (Comput. Chem. Eng., 2025)

Arbitrage equilibria in active matter systems. - Venkat Venkatasubramanian; Abhishek Sivaram; N. Sanjeevrajan; Arun Sankar E. M. (Comput. Chem. Eng., 2025)