1 citations · 1 across the 4 of their papers we have counts for
4 papers
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…
Super Level Sets and Exponential Decay: A Synergistic Approach to Stable Neural Network Training
Jatin Chaudhary, Dipak Nidhi, Jukka Heikkonen +2
The objective of this paper is to enhance the optimization process for neural networks by developing a dynamic learning rate algorithm that effectively integrates exponential decay…