2 papers
cs.LG2026
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…
cs.SE2026
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…