11 citations · 11 across the 3 of their papers we have counts for
4 papers
SOP-Bench: Complex Industrial SOPs for Evaluating LLM Agents
Subhrangshu Nandi, Arghya Datta, Rohith Nama +21
LLM-based agents struggle to execute complex, multi-step Standard Operating Procedures (SOPs) that are fundamental to industrial automation. Existing benchmarks fail to capture the…
Measuring and Mitigating Local Instability in Deep Neural Networks
Arghya Datta, Subhrangshu Nandi, Jingcheng Xu +4
Deep Neural Networks (DNNs) are becoming integral components of real world services relied upon by millions of users. Unfortunately, architects of these systems can find it difficu…
Fair-Net: A Network Architecture For Reducing Performance Disparity Between Identifiable Sub-Populations
Arghya Datta, S. Joshua Swamidass
In real world datasets, particular groups are under-represented, much rarer than others, and machine learning classifiers will often preform worse on under-represented populations.…
Deep learning long-range information in undirected graphs with wave networks
Matthew K. Matlock, Arghya Datta, Na Le Dang +2
Graph algorithms are key tools in many fields of science and technology. Some of these algorithms depend on propagating information between distant nodes in a graph. Recently, ther…