Manikandan Padmanaban

Publications

• Enhancing Geospatial Chain-of-Thought Reasoning in Visual Question Answering Models for Multispectral Remote Sensing Data

  • • Shambhavi Shanker
    • Manikandan Padmanaban
    • et al.
  • 2025
  • AGU 2025

• State-Based Multi-Agent LLM Frameworks for Earth Observation: Scalable Tools for Geospatial Understanding

  • • Aditya Saxena
    • Shambhavi Shanker
    • et al.
  • 2025
  • AGU 2025

• Geospatial Chain of Thought Reasoning for Enhanced Visual Question Answering on Satellite Imagery

  • • Shambhavi Shanker
    • Manikandan Padmanaban
    • et al.
  • 2025
  • NeurIPS 2025

• Carbon-aware Traffic Rerouting Using AI Foundation Models

  • • Manikandan Padmanaban
    • Jagabondhu Hazra
    • et al.
  • 2024
  • AGU 2024

• Carbon Aware Fine-Tuning of Large-Language-Models for Estimating Scope-3 Emission

  • • Kumar Saurav
    • Jagabondhu Hazra
    • et al.
  • 2024
  • GHGT 2024

• Towards Net-zero Emission: Harnessing Foundation Models for Enterprise Decarbonisation project recommendation

  • • Manikandan Padmanaban
    • Jagabondhu Hazra
    • et al.
  • 2024
  • GHGT 2024

• A FRAMEWORK FOR SUGARCANE BIOMASS ESTIMATION BY CAPTURING GROWTH DYNAMICS USING SAR AND OPTICAL IMAGERIES

  • • Manikandan Padmanaban
    • Jagabondhu Hazra
    • et al.
  • 2024
  • IGARSS 2024

• IMPROVED DISSOLVED ORGANIC CARBON PREDICTION IN DIVERSE INLAND WATER BODIES: UTILIZING MACHINE LEARNING AND REMOTE SENSING

  • • Subhojit Mandal
    • Kamal Das
    • et al.
  • 2024
  • IGARSS 2024

• Building Sustainable Futures: Tutorial on Carbon Footprint Analysis and Mitigation Strategies Using Counter Factual Queries

  • • Kumar Saurav
    • Manikandan Padmanaban
    • et al.
  • 2024
  • ICLR 2024

• Empowering Sustainable Finance: Leveraging Large Language Models for Climate-Aware Investments

  • • Ayush Jain
    • Manikandan Padmanaban
    • et al.
  • 2024
  • ICLR 2024