
Member Since 1996
Rahul Ramachandran
Senior Research Scientist, NASA Marshall Space Flight Center
AGU Research
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GFM-Bench: A Benchmark to Evaluate Geospatial Characteristics of Foundation Models
AI FOUNDATION MODELS FOR EARTH, SPACE, AND PLANETARY SCIENCES IV ELIGHTNING
informatics | 13 december 2024
Hamed Alemohammad, Denys Godwin, Rufai Balogun, Sa...
There is a significant growth in development and utilization of foundation models for geospatial applications. These models are trained on large scale...
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Downstream Applications of Helio Foundation Models in Space Weather-Specific Problems
AI FOUNDATION MODELS FOR EARTH, SPACE, AND PLANETARY SCIENCES II ORAL
informatics | 13 december 2024
Dinesha Vasanta Hegde, Sujit Roy, Talwinder Singh,...
The designs and experimentations of foundation models (FMs) have been rising given the availability of growing extensive datasets and advancing comput...
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NLP Applications of Domain-Adapted Language Model for Enhanced Scientific Data Discovery
AI FOUNDATION MODELS FOR EARTH, SPACE, AND PLANETARY SCIENCES III ORAL
informatics | 13 december 2024
Muthukumaran Ramasubramanian, Iksha Gurung, Nishan...
Studies have shown that domain-adapted language models significantly enhance NLP tasks within scientific research. This presentation focuses on explor...
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INDUS: Effective and Efficient Language Models for Scientific Applications
AI FOUNDATION MODELS FOR EARTH, SPACE, AND PLANETARY SCIENCES V ELIGHTNING
informatics | 13 december 2024
Aashka Trivedi, Bishwaranjan Bhattacharjee, Masaya...
Large language models (LLMs) trained on general domain corpora showed remarkable results on natural language processing (NLP) tasks. However, previous...
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Prithvi V1.0: Generalist Geospatial Foundation Model on Global HLS Data
AI FOUNDATION MODELS FOR EARTH, SPACE, AND PLANETARY SCIENCES IV ELIGHTNING
informatics | 13 december 2024
Daniela Szwarcman, Sujit Roy, Paolo Fraccaro, Bene...
Significant advancements in the development of adaptable and reusable artificial intelligence (AI) models will greatly influence Earth science and rem...
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Comprehensive Validation of the Weather Foundation Model Through Atmospheric Process Analysis
AI FOUNDATION MODELS FOR EARTH, SPACE, AND PLANETARY SCIENCES II ORAL
informatics | 13 december 2024
Ankur Kumar, Sujit Roy, Christopher E. Phillips, R...
Weather Foundation Models in general represent a significant advancement in computational weather prediction by leveraging data-driven techniques to i...
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Arka: Generalist Foundation Model on SDO Data
AI FOUNDATION MODELS FOR EARTH, SPACE, AND PLANETARY SCIENCES V ELIGHTNING
informatics | 13 december 2024
Amy Lin, Sujit Roy, Talwinder Singh, Dinesha Vasan...
Deep learning-based methods have been widely researched in the areas of language and vision, demonstrating their capacity to understand long sequences...
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Prithvi WxC: A Weather and Climate Foundation Model
AI FOUNDATION MODELS FOR EARTH, SPACE, AND PLANETARY SCIENCES V ELIGHTNING
informatics | 13 december 2024
Johannes Schmude, Sujit Roy, Johannes Jakubik, Dan...
Deep learning is progressively revolutionizing weather applications by generating highly accurate forecasts with lower computational costs compared to...
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