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A. Parameshwaran

Papers on Lattice

1

Total citations

0

Topics

3

h-index

2

Research focus

Multimodal Models (1)Robotics & Embodied AI (1)Training Efficiency & Optimization (1)

Frequent co-authors

Shahil Shaik (1)Aditya Parameshwaran (1)Anshul Nayak (1)Jonathon M. Smereka (1)

Papers (1)

Mar 16, 2026

Mar 16, 2026

MA-VLCM: A Vision Language Critic Model for Value Estimation of Policies in Multi-Agent Team Settings

Ditch the slow-learning MARL critic: fine-tune a vision-language model to evaluate multi-agent behavior and watch sample efficiency skyrocket.

Shahil Shaik, A. Parameshwaran, Aditya Parameshwaran +2

Multimodal Models Robotics & Embodied AI Training Efficiency & Optimization