mlsanityData to 7 Oct 2026

Towards a Reliable Offline Personal AI Assistant for Long Duration Spaceflight

arXiv 2410.16397 ↗First posted 21 Oct 2024cs.AI cs.ETcited by 0

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Abstract (arXiv)

As humanity prepares for new missions to the Moon and Mars, astronauts will need to operate with greater autonomy, given the communication delays that make real-time support from Earth difficult. For instance, messages between Mars and Earth can take up to 24 minutes, making quick responses impossible. This limitation poses a challenge for astronauts who must rely on in-situ tools to access the large volume of data from spacecraft sensors, rovers, and satellites, data that is often fragmented and difficult to use. To bridge this gap, systems like the Mars Exploration Telemetry-Driven Information System (METIS) are being developed. METIS is an AI assistant designed to handle routine tasks, monitor spacecraft systems, and detect anomalies, all while reducing the reliance on mission control. Current Generative Pretrained Transformer (GPT) Models, while powerful, struggle in safety-critical environments. They can generate plausible but incorrect responses, a phenomenon known as "hallucination," which could endanger astronauts. To overcome these limitations, this paper proposes enhancing systems like METIS by integrating GPTs, Retrieval-Augmented Generation (RAG), Knowledge Graphs (KGs), and Augmented Reality (AR). The idea is to allow astronauts to interact with their data more intuitively, using natural language queries and visualizing real-time information through AR. KGs will be used to easily access live telemetry and multimodal data, ensuring that astronauts have the right information at the right time. By combining AI, KGs, and AR, this new system will empower astronauts to work more autonomously, safely, and efficiently during future space missions.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 12 of its 50 references that are in the map. First posted on arXiv 21 Oct 2024.

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12 of 50 references.

References · 12

  1. 2024The Llama 3 Herd of Modelscited by 14,192
  2. 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,160
  3. 2023Sparks of Artificial General Intelligence: Early experiments with GPT-4cited by 2,579
  4. 2022Survey of Hallucination in Natural Language Generationcited by 2,056
  5. 2024From Local to Global: A Graph RAG Approach to Query-Focused Summarizationcited by 1,411
  6. 2024Seven Failure Points When Engineering a Retrieval Augmented Generation Systemcited by 138
  7. 2024NumeroLogic: Number Encoding for Enhanced LLMs' Numerical Reasoningcited by 31
  8. 2024Comparing the Efficacy of GPT-4 and Chat-GPT in Mental Health Care: A Blind Assessment of Large Language Models for Psychological Supportcited by 5
  9. 2022Expanding Knowledge Graphs with Humans in the Loopcited by 3
  10. 2021Term-community-based topic detection with variable resolutioncited by 1
  11. 2024Designing for Human Operations on the Moon: Challenges and Opportunities of Navigational HUD Interfacescited by 1
  12. 2024AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cuescited by 1

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