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Siddharth Narayanan

Listed organization on GitHub profile, Edison Scientific

  • Listed organization on GitHub profile, Edison Scientific1

Siddharth Narayanan is a machine learning researcher whose GitHub profile lists Edison Scientific. At FutureHouse, Narayanan was first author of "Training a Scientific Reasoning Model for Chemistry" (2025), which introduced the 24-billion-parameter ether0 model, and of Aviary (2024), on training language agents on challenging scientific tasks.1234

At a glance

Current role
Listed organization on GitHub profile
Sector
Company
Work listed
2
Sources cited
8
Profile reviewed

Research

Narayanan is first author of Aviary (December 2024), a FutureHouse framework for training language agents on challenging scientific tasks, and contributes to its open-source repositories.4567

In June 2025, Narayanan was first author of "Training a Scientific Reasoning Model for Chemistry", which lists FutureHouse as the authors' affiliation and introduced ether0, a 24B-parameter reasoning model for chemistry released with open weights. Narayanan's GitHub profile now lists Edison Scientific.2381

Work and contributions

  • ether0 (24B) Open weights

    First author of the paper introducing ether0, a 24B-parameter model trained with reinforcement learning to reason in natural language and answer with chemical structures.238

  • Aviary Open-source code

    First author of the Aviary paper (2024) and a contributor to the open-source Aviary and LDP repositories for building and training language agents.4567

Timeline

  1. Posted the Aviary paper on training language agents for scientific tasks as first author.4
  2. Posted "Training a Scientific Reasoning Model for Chemistry", introducing ether0, as first author.2

Other documented roles

Roles the sources document that are not confirmed as current.

  • Researcher (affiliation on the 2025 ether0 paper), FutureHouse3

Where they work

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References

8 sources · profile reviewed Oct 22, 2026 · data updated Oct 22, 2026

  1. sidnarayanan (Siddharth Narayanan) on GitHubGitHub · Official page · accessed Oct 22, 2026
  2. Training a Scientific Reasoning Model for Chemistry (arXiv 2506.17238)arXiv · Paper · published Jun 4, 2025 · accessed Oct 22, 2026
  3. Training a Scientific Reasoning Model for Chemistry — full text (authors and affiliation)arXiv · Paper · published Jun 4, 2025 · accessed Oct 22, 2026
  4. Aviary: training language agents on challenging scientific tasks (arXiv 2412.21154)arXiv · Paper · published Dec 30, 2024 · accessed Oct 22, 2026
  5. Future-House/aviary repository (contributors)FutureHouse (GitHub repository) · Repository · accessed Oct 22, 2026
  6. Future-House/aviary recent commits feed (commit authors)FutureHouse (GitHub repository) · Repository · accessed Oct 22, 2026
  7. Future-House/ldp recent commits feed (commit authors)FutureHouse (GitHub repository) · Repository · accessed Oct 22, 2026
  8. futurehouse/ether0 model cardFutureHouse (Hugging Face) · Model card · accessed Oct 22, 2026