5 papers
Governing What You Cannot Observe: Adaptive Runtime Governance for Autonomous AI Agents
German Marin, Jatin Chaudhary
Autonomous AI agents can remain fully authorized and still become unsafe as behavior drifts, adversaries adapt, and decision patterns shift without any code change. We propose the…
Governance-as-a-Service: A Multi-Agent Framework for AI System Compliance and Policy Enforcement
Suyash Gaurav, Jukka Heikkonen, Jatin Chaudhary
As AI systems evolve into distributed ecosystems with autonomous execution, asynchronous reasoning, and multi-agent coordination, the absence of scalable, decoupled governance pose…
Focus Your Attention: Towards Data-Intuitive Lightweight Vision Transformers
Suyash Gaurav, Muhammad Farhan Humayun, Jukka Heikkonen +1
The evolution of Vision Transformers has led to their widespread adaptation to different domains. Despite large-scale success, there remain significant challenges including their r…
Pathway-based Progressive Inference (PaPI) for Energy-Efficient Continual Learning
Suyash Gaurav, Jukka Heikkonen, Jatin Chaudhary
Continual learning systems face the dual challenge of preventing catastrophic forgetting while maintaining energy efficiency, particularly in resource-constrained environments. Thi…
Cerebral microbleeds: Association with cognitive decline and pathology build-up
Saima Rathore, Jatin Chaudhary, Boning Tong +1
Cerebral microbleeds, markers of brain damage from vascular and amyloid pathologies, are linked to cognitive decline in aging, but their role in Alzheimer's disease (AD) onset and…