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20242026
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cs.RO2026

World Model Failure Classification and Anomaly Detection for Autonomous Inspection

Michelle Ho, Muhammad Fadhil Ginting, Isaac R. Ward +4

Autonomous inspection robots for monitoring industrial sites can reduce costs and risks associated with human-led inspection. However, accurate readings can be challenging due to o…

cs.RO2025

Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering

Muhammad Fadhil Ginting, Dong-Ki Kim, Xiangyun Meng +10

As robots become increasingly capable of operating over extended periods -- spanning days, weeks, and even months -- they are expected to accumulate knowledge of their environments…

cs.RO2025

An Addendum to NeBula: Towards Extending TEAM CoSTAR's Solution to Larger Scale Environments

Ali Agha, Kyohei Otsu, Benjamin Morrell +86

This paper presents an appendix to the original NeBula autonomy solution developed by the TEAM CoSTAR (Collaborative SubTerranean Autonomous Robots), participating in the DARPA Sub…

cs.RO2024

SayComply: Grounding Field Robotic Tasks in Operational Compliance through Retrieval-Based Language Models

Muhammad Fadhil Ginting, Dong-Ki Kim, Sung-Kyun Kim +4

This paper addresses the problem of task planning for robots that must comply with operational manuals in real-world settings. Task planning under these constraints is essential fo…

cs.RO2024

SEEK: Semantic Reasoning for Object Goal Navigation in Real World Inspection Tasks

Muhammad Fadhil Ginting, Sung-Kyun Kim, David D. Fan +3

This paper addresses the problem of object-goal navigation in autonomous inspections in real-world environments. Object-goal navigation is crucial to enable effective inspections i…

cs.RO2024

Capability-aware Task Allocation and Team Formation Analysis for Cooperative Exploration of Complex Environments

Muhammad Fadhil Ginting, Kyohei Otsu, Mykel J. Kochenderfer +1

To achieve autonomy in complex real-world exploration missions, we consider deployment strategies for a team of robots with heterogeneous autonomy capabilities. In this work, we fo…