2 citations · 13 across the 25 of their papers we have counts for
26 papers
Optimal Control with and Integral Cost Functionals
Madhu Dhiman, Veeraruna Kavitha, Nandyala Hemachandra
Many control problems are classically formulated using integral costs that capture the cumulative performance of a system. Peak or worst-case behavior is captured via supremum or $…
Regret Lower Bounds for Decentralized Multi-Agent Stochastic Shortest Path Problems
Utkarsh U. Chavan, Prashant Trivedi, Nandyala Hemachandra
Multi-agent systems (MAS) are central to applications such as swarm robotics and traffic routing, where agents must coordinate in a decentralized manner to achieve a common objecti…
EDN: A Novel Edge-Dependent Noise Model for Graph Data
Pintu Kumar, Nandyala Hemachandra
An important structural feature of a graph is its set of edges, as it captures the relationships among the nodes (the graph's topology). Existing node label noise models like Symme…
DeGLIF for Label Noise Robust Node Classification using GNNs
Pintu Kumar, Nandyala Hemachandra
Noisy labelled datasets are generally inexpensive compared to clean labelled datasets, and the same is true for graph data. In this paper, we propose a denoising technique DeGLIF:…
Optimal Control with cost: incorporating peak minimization
Madhu Dhiman, Veeraruna Kavitha, Nandyala Hemachandra
Inventory and queueing systems are often designed by controlling weighted combination of some time-averaged performance metrics (like cumulative holding, shortage, server-utilizati…
AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data
Santosh Palaskar, Vijay Ekambaram, Arindam Jati +11
The efficiency of business processes relies on business key performance indicators (Biz-KPIs), that can be negatively impacted by IT failures. Business and IT Observability (BizITO…