Failures Are Fated, But Can Be Faded: Characterizing and Mitigating Unwanted Behaviors in Large-Scale Vision and Language Models. - Som Sagar; Aditya Taparia; Ransalu Senanayake (ICML, 2024)

HPix: Generating Vector Maps from Satellite Images. - Aditya Taparia; Keshab Nath (CoRR, 2024)

Explainable Concept Generation through Vision-Language Preference Learning. - Aditya Taparia; Som Sagar; Ransalu Senanayake (CoRR, 2024)

Trustworthy Conceptual Explanations for Neural Networks in Robot Decision-Making. - Som Sagar; Aditya Taparia; Harsh Mankodiya; Pranav Bidare; Yifan Zhou; Ransalu Senanayake (CoRR, 2024)

LLM-Assisted Red Teaming of Diffusion Models through "Failures Are Fated, But Can Be Faded". - Som Sagar; Aditya Taparia; Ransalu Senanayake (CoRR, 2024)

ExpressivityArena: Can LLMs Express Information Implicitly? - Joshua Tint; Som Sagar; Aditya Taparia; Kelly Raines; Bimsara Pathiraja; Caleb Liu; Ransalu Senanayake (CoRR, 2024)

Multiple Distribution Shift - Aerial (MDS-A): A Dataset for Test-Time Error Detection and Model Adaptation. - Noel Ngu; Aditya Taparia; Gerardo I. Simari; Mario A. Leiva; Ransalu Senanayake; Paulo Shakarian; Nathaniel D. Bastian; John Corcoran (AAAI Spring Symposia, 2025)

Multiple Distribution Shift - Aerial (MDS-A): A Dataset for Test-Time Error Detection and Model Adaptation. - Noel Ngu; Aditya Taparia; Gerardo I. Simari; Mario A. Leiva; Jack Corcoran; Ransalu Senanayake; Paulo Shakarian; Nathaniel D. Bastian (CoRR, 2025)

VLC Fusion: Vision-Language Conditioned Sensor Fusion for Robust Object Detection. - Aditya Taparia; Noel Ngu; Mario A. Leiva; Joshua Shay Kricheli; John Corcoran; Nathaniel D. Bastian; Gerardo I. Simari; Paulo Shakarian; Ransalu Senanayake (CoRR, 2025)

Consistency-based Abductive Reasoning over Perceptual Errors of Multiple Pre-trained Models in Novel Environments. - Mario A. Leiva; Noel Ngu; Joshua Shay Kricheli; Aditya Taparia; Ransalu Senanayake; Paulo Shakarian; Nathaniel D. Bastian; Jack Corcoran; Gerardo I. Simari (CoRR, 2025)