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Author

Pranav M R

BITS Pilani

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#artificial intelligence Preprint Oct 2026

Learning to Clarify Underspecified Intents Under Limited Interaction

This work instantiate this problem in image generation and derive a reinforcement learning framework using multi-turn simulated users to maximize utility recovery under uncertainty and points toward a simple and scalable framework for training language model assistants to better disambiguate user intent by asking more...

Pranav M R, M. Cherep, Pattie Maes et al. · 0 citations
Jul 2026

A Graph Matching Based Approach for the Multi-Depot Capacitated Vehicle Routing Problem

It is proved that for tours of up to two targets the matching formulation solves the MDCVRP exactly in polynomial time for any number of depots, and that both algorithms are constant-factor approximations, with a tight factor of two, in the structured regimes.

Jayant Chandwani, Pranav M R, Anand Jat et al. · 0 citations

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