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Michael Joseph Munje

3 accepted papers

2025

ComposableNav: Instruction-Following Navigation in Dynamic Environments via Composable Diffusion

CoRL 2025poster

This paper considers the problem of enabling robots to navigate dynamic environments while following instructions. The challenge lies in the combinatorial nature of instruction specifications: each instruction can include multiple specifications, and the number of possible specification combination…

Cited by 0SourceScholar
2025

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation

CoRL 2025poster

Robot navigation in dynamic, human-centered environments requires socially-compliant decisions grounded in robust scene understanding, including spatiotemporal awareness and the ability to interpret human intentions. Recent Vision-Language Models (VLMs) show exhibit promising capabilities such as ob…

Cited by 0SourceScholar
2024

Designs for Enabling Collaboration in Human-Machine Teaming via Interactive and Explainable Systems

NeurIPS 2024poster

Collaborative robots and machine learning-based virtual agents are increasingly entering the human workspace with the aim of increasing productivity and enhancing safety. Despite this, we show in a ubiquitous experimental domain, Overcooked-AI, that state-of-the-art techniques for human-machine team…

Cited by 1SourcePDFScholar