3 papers
cs.CV2026
The Deployment Gap in AI Media Detection: Platform-Aware and Visually Constrained Adversarial Evaluation
Aishwarya Budhkar, Trishita Dhara, Siddhesh Sheth
Recent AI media detectors report near-perfect performance under clean laboratory evaluation, yet their robustness under realistic deployment conditions remains underexplored. In pr…
cs.AI2026
Context-Length Robustness in Question Answering Models: A Comparative Empirical Study
Trishita Dhara, Siddhesh Sheth
Large language models are increasingly deployed in settings where relevant information is embedded within long and noisy contexts. Despite this, robustness to growing context lengt…
cs.CL2026
Beyond Accuracy: An Explainability-Driven Analysis of Harmful Content Detection
Trishita Dhara, Siddhesh Sheth
Although automated harmful content detection systems are frequently used to monitor online platforms, moderators and end users frequently cannot understand the logic underlying the…