State-Based Multi-Agent LLM Frameworks for Earth Observation: Scalable Tools for Geospatial UnderstandingAditya SaxenaShambhavi Shankeret al.2025AGU 2025
Enhancing Geospatial Chain-of-Thought Reasoning in Visual Question Answering Models for Multispectral Remote Sensing DataShambhavi ShankerManikandan Padmanabanet al.2025AGU 2025
Geospatial Chain of Thought Reasoning for Enhanced Visual Question Answering on Satellite ImageryShambhavi ShankerManikandan Padmanabanet al.2025NeurIPS 2025
Carbon-aware Traffic Rerouting Using AI Foundation ModelsManikandan PadmanabanJagabondhu Hazraet al.2024AGU 2024
Towards Net-zero Emission: Harnessing Foundation Models for Enterprise Decarbonisation project recommendationManikandan PadmanabanJagabondhu Hazraet al.2024GHGT 2024
Carbon Aware Fine-Tuning of Large-Language-Models for Estimating Scope-3 EmissionKumar SauravJagabondhu Hazraet al.2024GHGT 2024
A FRAMEWORK FOR SUGARCANE BIOMASS ESTIMATION BY CAPTURING GROWTH DYNAMICS USING SAR AND OPTICAL IMAGERIESManikandan PadmanabanJagabondhu Hazraet al.2024IGARSS 2024
IMPROVED DISSOLVED ORGANIC CARBON PREDICTION IN DIVERSE INLAND WATER BODIES: UTILIZING MACHINE LEARNING AND REMOTE SENSINGSubhojit MandalKamal Daset al.2024IGARSS 2024
Empowering Sustainable Finance: Leveraging Large Language Models for Climate-Aware InvestmentsAyush JainManikandan Padmanabanet al.2024ICLR 2024
Building Sustainable Futures: Tutorial on Carbon Footprint Analysis and Mitigation Strategies Using Counter Factual QueriesKumar SauravManikandan Padmanabanet al.2024ICLR 2024