1 citations · 1 across the 4 of their papers we have counts for
3 papers · 1 filter
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…
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…