3 papers
cs.LG2025
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…
cs.CV2025
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…
cs.LG2025
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…