Sarath Swaminathan

Publications

• From Descriptions to Chemical Hazards: Predicting Persistence, Bioaccumulation, and Toxicity from Natural Language Using LLMs

  • • Sarath Swaminathan
    • Nathaniel Park
    • et al.
  • 2025
  • NeurIPS 2025

• EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts

  • • SUBHAJIT CHAUDHURY
    • Payel Das
    • et al.
  • 2025
  • ACL 2025

• Compositional Communication with LLMs and Reasoning about Chemical Structures

  • • Dmitry Zubarev
    • Sarath Swaminathan
  • 2024
  • NeurIPS 2024

• Advancing Open-Source AI in Chemistry and Materials—From Foundation Models to Integrated Frameworks to Solve Global Challenges

  • • Kristin Schmidt
    • Eduardo Almeida Soares
    • et al.
  • 2024
  • MRS Fall Meeting 2024

• A Grounded Preference Model for LLM Alignment

  • • Tahira Naseem
    • GX Xu
    • et al.
  • 2024
  • ACL 2024

• Larimar: Large Language Models with Episodic Memory Control

  • • Payel Das
    • SUBHAJIT CHAUDHURY
    • et al.
  • 2024
  • ICML 2024

• ChemChat | Conversational Expert Assistant in Material Science and Data Visualization

  • • Tim Erdmann
    • Sarath Swaminathan
    • et al.
  • 2024
  • MRS Spring Meeting 2024

• ChemChat | Conversational Expert Assistant in Material Science and Data Visualization

  • • Tim Erdmann
    • Stefan Zecevic
    • et al.
  • 2024
  • ACS Spring 2024

• ChemChat | Conversational Expert Assistant in Material Science and Data Visualization

  • • Tim Erdmann
    • Sarath Swaminathan
    • et al.
  • 2024
  • APS March Meeting 2024

• ChemChat | Conversational Expert Assistant in Material Science and Data Visualization

  • • Tim Erdmann
    • Stefan Zecevic
    • et al.
  • 2024
  • Humboldt Colloquium US 2024