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Pavankumar Murali

3 accepted papers

2026

Agentic Solutions for IT Financial Operations

AAAI 2026technical

The dynamic nature of cloud spending and pricing structures pose challenges for practitioners in IT Financial Operations (FinOps). Recent advances in agentic systems enables them to instead rely on agents for complex FinOps tasks such as drawing insights from their data through natural language quer

Cited by 0SourcePDFScholar
2020

A Scalable MIP-based Method for Learning Optimal Multivariate Decision Trees

NeurIPS 2020poster

Several recent publications report advances in training optimal decision trees (ODTs) using mixed-integer programs (MIPs), due to algorithmic advances in integer programming and a growing interest in addressing the inherent suboptimality of heuristic approaches such as CART. In this paper, we propos…

Cited by 63SourcePDFScholar
2018

Neural Interaction Transparency (NIT): Disentangling Learned Interactions for Improved Interpretability

NeurIPS 2018poster

Neural networks are known to model statistical interactions, but they entangle the interactions at intermediate hidden layers for shared representation learning. We propose a framework, Neural Interaction Transparency (NIT), that disentangles the shared learning across different interactions to obta…

Cited by 85SourcePDFScholar