9 citations · 13 across the 3 of their papers we have counts for
3 papers
cs.LG2026
Unsolvability Ceiling in Multi-LLM Routing: An Empirical Study of Evaluation Artifacts
Saloni Garg, Amit Sagtani
Efficient routing across multiple LLMs enables cost-quality tradeoffs by directing queries to the cheapest capable model. Prior work attributes routing headroom to an "unsolvabilit…
cs.LG2026★ 4 cited
Federated Learning over Blockchain-Enabled Cloud Infrastructure
Saloni Garg, Amit Sagtani, Kamal Kant Hiran
The rise of IoT devices and the uptake of cloud computing have informed a new era of data-driven intelligence. Traditional centralized machine learning models that require a large…
cs.LG2026★ 9 cited
ECG-Lens: Benchmarking ML & DL Models on PTB-XL Dataset
Saloni Garg, Ukant Jadia, Amit Sagtani +1
Automated classification of electrocardiogram (ECG) signals is a useful tool for diagnosing and monitoring cardiovascular diseases. This study compares three traditional machine le…