Publications

Inductive Generalization in Reinforcement Learning from Specifications

Vignesh Subramanian, Rohit Kushwah, Subhajit Roy, Suguman Bansal

Automated Technology for Verification and Analysis, 2025

• Paper
• arXiv

Reinforcement Learning for Stochastic Max-Plus Linear Systems

Vignesh Subramanian, Farzaneh Farhadi, Sadegh Soudjani

IEEE Conference on Decision and Control, 2023

• Paper

A novel facial emotion recognition model using segmentation VGG-19 architecture

Vignesh Subramanian, M. Savithadevi, M. Sridevi, R. Sridhar

International Journal of Information Technology, 2023

• Paper
• Code

SIHeDA-Net Sensor to Image Heterogeneous Domain Adaptation Network

I. Lunawat*, Vignesh Subramanian*, S. P. Sharan

Medical Imaging with Deep Learning, 2022

• Paper
• Code

Certification-Guided Evaluation of Reinforcement Learning Generalization

Vignesh Subramanian, Djordje Zikelic, Suguman Bansal

AAAI GenPlan 2025 Workshop

• Workshop version

Inductive Generalization in Reinforcement Learning from Specifications (Short Paper)

Rohit Kushwah, Vignesh Subramanian, Suguman Bansal, Subhajit Roy

NeurIPS GenPlan 2023 Workshop

• Workshop version

Generalization in Reinforcement Learning from Logical Specifications

Vignesh Subramanian

Doctoral Consortium of KR 2026

• Paper

Decoupled Behavioral Cloning for Scalable Inductive Generalization in RL from Specifications

Vignesh Subramanian, Subhajit Roy, Suguman Bansal

Preprint, 2026

• arXiv

Certificate-Guided Evaluation of Reinforcement Learning Generalization

Vignesh Subramanian, Djordje Zikelic, Suguman Bansal

Preprint, 2026

• arXiv