4th Workshop on Artificial Intelligence for Space

Accepted papers (42)

Fetched from OpenReview (v2) on 2026-06-10.

1. ☆A Comparative Analysis of Forecasting Foundation Models for Spacecraft Multivariate Time Series Anomaly Detection

   Alexandre Olive, Sundip R. Desai, Richard H. Foster, Moses Chan, Mary Comer, Edward Delp

2. ☆A Deep Learning Iterative Framework for Sentinel-1 Stripmap Enhancement Based on Azimuth Doppler Decomposition

   Juan Francisco Amieva, Christian Ayala, Roberto Del Prete, Mikel Galar

3. ☆A Systematic Evaluation of Retrieval-Augmented Generation and Language Models for Space Operations

   Ruben Catarino Belo, Marta Guimaraes, Claudia Soares

4. ☆ArcticBench and SmartTransfer: Benchmarking and Enabling Continual Learning of Atmosphere Generative Foundation Model

   Fu-Ming Guo, fengwei guo, Yingfang Fan

5. ☆AstroSplat: Physics-Based Gaussian Splatting for Rendering and Reconstruction of Small Celestial Bodies

   Jennifer Nolan, Travis Driver, John A Christian

6. ☆Autonomous Perception and Onboard Intelligence for Space Missions: A Survey

   Kaveh Safavigerdini, Juan Mogollon, Amirreza Daghighi, Kannappan Palaniappan

7. ☆Deployable Neuromorphic AI in Space: Taxonomy and Architecture

   Giannis Panagiotopoulos, Luca Macchiaiolo, Priyadarshini Kannan, Evgenios Tsigkanos, Axel von Arnim

8. ☆Deployment-Aligned Low-Precision Neural Architecture Search for Spaceborne Edge AI

   Parampuneet Kaur Thind, Vaibhav Kumar Katturu, Giacomo Zema, Roberto Del Prete

9. ☆Efficient Onboard Spacecraft Pose Estimation with Event Cameras and Neuromorphic Hardware

   Arunkumar Rathinam, Jules Lecomte, Jost Reelsen, Gregor Lenz, Axel von Arnim, Djamila Aouada

10. ☆Flight Demonstration of On-Orbit Model Adaptation on a Nanosatellite

    Zaher Joukhadar, Miguel Ortiz del Castillo, Jonathan Morgan, Lachlan Cowley, Robert Mearns, Simon Barraclough, Krista A. Ehinger, Benjamin I. P. Rubinstein, Richard Sinnott, Michele Trenti, James Bailey

11. ☆GeoSwin: Hierarchical Representation Learning and a Large-Scale Earth Observation Benchmark

    Muhammad Fayaz, Zulfiqar Ahmad Khan, Lien Minh Dang, Hyeonjoon Moon

12. ☆GUIDE: Guided Updates for In-context Decision Evolution in LLM-Driven Spacecraft Operations

    Alejandro Carrasco, Mariko Storey-Matsutani, Victor Rodriguez-Fernandez, Richard Linares

13. ☆Intent-aligned Autonomous Spacecraft Guidance via Reasoning Models

    Yuji Takubo, Simone D'Amico

14. ☆Learning Normalcy: Self-Supervised Anomaly Discovery in Spacecraft Sensor Streams

    Mahule Roy, Subhas Roy

15. ☆LLaVA-LE: Large Language-and-Vision Assistant for Lunar Exploration

    Gokce Inal, Pouyan Navard, Alper Yilmaz

16. ☆LUMEN: Language-guided Unified Memory for ENcoding Hyperspectral Images for Mars Mineral Identification

    Abhiroop Chatterjee, Susmita Ghosh, Ashish Ghosh, Emmett Ientilucci

17. ☆LuMon: A Comprehensive Benchmark and Development Suite with Novel Datasets for Lunar Monocular Depth Estimation

    Aytaç Sekmen, Fatih Emre Gunes, Furkan Horoz, Hüseyin Umut Işık, Mehmet Alp Ozaydin, Onur Altay Topaloglu, Şahin Umutcan Üstündaş, Yurdasen Alp Yeni, Halil Ersin Soken, Erol Sahin, Ramazan Gokberk Cinbis, Sinan Kalkan

18. ☆MMLSv2: A Multimodal Dataset for Martian Landslide Detection in Remote Sensing Imagery

    Sidike Paheding, Abel Reyes-Angulo, Leo Thomas Ramos, Angel Domingo Sappa, Rajaneesh A., Hiral P. B., Sajin Kumar K. S., Thomas Oommen

19. ☆Neural 3D Reconstruction of Planetary Surfaces from Descent-Phase Wide-Angle Imagery

    Melonie de Almeida, George Brydon, Divya M Persaud, John H. Williamson, Paul Henderson

20. ☆Onboard Latent Kalman Filtering for Robust Spacecraft Pose Estimation

    Junghwan Park, Woojin Cho

21. ☆Onboard-Targeted Segmentation of Broken Pixels, Lines, and Dust on Optics Faults in Space Camera Sensors

    Riccardo Gallon, Alessandra Menicucci, Edoardo Caroselli

22. ☆Optimizing Latent Representations for Robust Building Damage Assessment Onboard Earth Observation Satellites

    Thomas Goudemant, Benjamin Francesconi

23. ☆OWLS: Open-World Language-driven Servoing for Zero-Shot Traversability

    Chahyon Ku, Erica Tevere, Georgios Georgakis, Rudranarayan Mukherjee, Bernadette Bucher

24. ☆PIKing Neural Networks: Parallel Inference via Kernelizing. A Comparative Study of Tandem-Deployed Space AI Models Across Heterogeneous Hardware

    Muhammad Deedahwar Mazhar Qureshi, James Murphy, Jake O'Brien, Roberto Del Prete

25. ☆Post-Launch Capability Expansion of Vision–Language Models via Prompting for On-Orbit Spacecraft Inspection

    Nicholas Welsh, Lennon J. Shikhman, Monty Nehru Attzs, Seemanthini Kusha Putane, Van Minh Nguyen, Ryan T. White

26. ☆Raw-to-Processed in Orbit: Fast Onboard Image Reconstruction for EO

    Gabriele Inzerillo, Lorenzo Papa, Gabriele Meoni, Diego Valsesia, Enrico Magli

27. ☆Rethinking Satellite Image Restoration for Onboard AI: A Lightweight Learning-Based Approach

    Adrien Dorise, Marjorie Bellizzi, Omar Hlimi

28. ☆Retrocausal Influence and Agentic Consensus: Theoretically Grounded Interpretability for Long-Horizon Autonomous Space Systems

    Srikanth Vemula

29. ☆Reward Shaping for Safe Spacecraft Proximity Operations: A Comparative Study

    Mysore supreeth

30. ☆Semantic Constraint Synthesis for Adaptive Trajectory Optimization via Large Language Models

    Eleanor Brosius, Yuji Takubo, Daniele Gammelli, Simone D'Amico, Marco Pavone

31. ☆SPACE-HOP: Spacecraft 6-DoF Pose Estimation using Embedding-Predictive Pretraining and Hopf Map

    Arnabi Dutta, Arsh Abbas Naqvi, Kavinder Singh, Lavendra Gautam, Anil Singh Parihar, Shakti Bangare, Ravi Kumar Lagisetty

32. ☆SpaceGym: A Gymnasium-Based Benchmark for Deep Reinforcement Learning in Spacecraft Proximity Operations

    Mysore supreeth, Manish Mehta

33. ☆SwarmSAT Agent: A Tool-Grounded Autonomous Multi-Agent LLM Framework for Rapid Satellite Constellation Retasking of Pop-Up Events

    Adib Bazgir, Yuwen Zhang

34. ☆The Space Edge AI Computer: A Decoupled, Zero-Virtualization Payload for In-Orbit Generative AI under 12W

    Yufei Xie, Yizhou Leng, Longbin Wu, Haowei Lee, Jinyang Xu, Zhaobo Zhang, Donggang Cao, Bingli Jiao, Xiaohui Duan

35. ☆Thermal Anomaly Detection using Physics Aware Neuromorphic Networks: Comparison between Raw and L1C Sentinel-2 Data

    Stephen Smith, Cormac Purcell, Gabriele Meoni, Roberto Del Prete, Zdenka Kuncic

36. ☆Towards Event-Based Visual Sensing for Spacecraft Pose Estimation: Baselines and Analysis

    Mysore supreeth

37. ☆Towards Onboard Multi-View Analysis of Satellite Imagery: Monocular 2D Motion Estimation and 3D Reconstruction

    Alberto Candela, Evan Davis, Andrew Branch, Joseph Russino, Steve Chien, Becca Bonham-Carter, Luis Chavier, Alexis Pascual, Tim Heydrich, Shannon Paul, Saleh Abdelrahman, Andrew J Macdonald, Michele Faragalli

38. ☆Uncertainty-Guided Edge Learning for Deep Image Regression in Remote Sensing

    Anh Vu Nguyen, Dino Sejdinovic, Tat-Jun Chin

39. ☆VAD4Space: Visual Anomaly Detection for Planetary Surface Imagery

    Fabrizio Genilotti, Arianna Stropeni, Francesco Borsatti, Manuel Barusco, Davide Dalle Pezze, Gian Antonio Susto

40. ☆Vision-Guided Deep Reinforcement Learning for Autonomous Spacecraft Rendezvous and Docking

    Mysore supreeth

41. ☆Why Not? Solver-Grounded Certificates for Explainable Mission Planning

    Najeeb Khan

42. ☆YOOLO: You Only Orbit and Look Once

    Vincenzo Mariano Scarrica, Antonio Vanzanella, Antonino Staiano