3 papers
cs.CV2026
Binding Biometrics with AI Agent Identifiers for Delegation of Authority
Joseph Geo Benjamin, Anil K Jain, Karthik Nandakumar
The proliferation of agentic artificial intelligence (AI) systems has raised serious questions about the accountability for tasks performed by AI agents. Ideally, an AI agent must…
cs.CV2026
Continual Few-shot Adaptation for Synthetic Fingerprint Detection
Joseph Geo Benjamin, Anil K. Jain, Karthik Nandakumar
The quality and realism of synthetically generated fingerprint images have increased significantly over the past decade fueled by advancements in generative artificial intelligence…
cs.CV2025
FedSECA: Sign Election and Coordinate-wise Aggregation of Gradients for Byzantine Tolerant Federated Learning
Joseph Geo Benjamin, Mothilal Asokan, Mohammad Yaqub +1
One of the most common defense strategies against Byzantine clients in federated learning (FL) is to employ a robust aggregator mechanism that makes the training more resilient. Wh…