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cs.LG2025
Autonomy-Aware Clustering: When Local Decisions Supersede Global Prescriptions
Amber Srivastava, Salar Basiri, Srinivasa Salapaka
Clustering arises in a wide range of problem formulations, yet most existing approaches assume that the entities under clustering are passive and strictly conform to their assigned…
cs.LG2025
Parametrized Multi-Agent Routing via Deep Attention Models
Salar Basiri, Dhananjay Tiwari, Srinivasa M. Salapaka
We propose a scalable deep learning framework for parametrized sequential decision-making (ParaSDM), where multiple agents jointly optimize discrete action policies and shared cont…
eess.SY2025
Towards Enabling Learning for Time-Varying finite horizon Sequential Decision-Making Problems*
Dhananjay Tiwari, Salar Basiri, Srinivasa Salapaka
Parameterized Sequential Decision Making (Para-SDM) framework models a wide array of network design applications spanning supply-chain, transportation, and sensor networks. These p…