4 papers
Dissecting Transformers: A CLEAR Perspective towards Green AI
Hemang Jain, Shailender Goyal, Divyansh Pandey +1
The rapid adoption of Large Language Models (LLMs) has raised significant environmental concerns. Unlike the one-time cost of training, LLM inference occurs continuously and domina…
CALM: A Self-Adaptive Orchestration Approach for QoS-Aware Routing in Small Language Model based Systems
Hemang Jain, Divyansh Pandey, Karthik Vaidhyanathan
AI-enabled systems are subjected to various types of runtime uncertainties, ranging from dynamic workloads, resource requirements, model drift, etc. These uncertainties have a big…
POLARIS: Is Multi-Agentic Reasoning the Next Wave in Engineering Self-Adaptive Systems?
Divyansh Pandey, Vyakhya Gupta, Prakhar Singhal +1
The growing scale, complexity, interconnectivity, and autonomy of modern software ecosystems introduce unprecedented uncertainty, challenging the foundations of traditional self-ad…
POSEIDON : Efficient Function Placement at the Edge using Deep Reinforcement Learning
Prakhar Jain, Prakhar Singhal, Divyansh Pandey +2
Edge computing allows for reduced latency and operational costs compared to centralized cloud systems. In this context, serverless functions are emerging as a lightweight and effec…