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AISSAI Hackathon 2025

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Date: November 3 to 7 - 2025

Location: Seolane - Barcelonnette, Alpes de Haute Provence, France


Proposed Hackathon Topics (preliminary)

Symbolic Regression for Stellar Systems

Principal Investigator: Paolo Bianchini

Focus: Analytical modeling of N-body simulations

  • Use Phi-SO: https://physo.readthedocs.io/en/latest/index.html
  • Application to globular cluster evolution
  • Goal: Derive formulas for mass loss, angular momentum, etc.
  • Combines ML, physics, and interpretability

Multi-Agent System with Humans-in-the-Loop

Principal Investigator: Ioana Ciucă

Focus: Scientific workflow automation

  • Build a multi-agent system using Mistral or similar models
  • Tasks: generate ideas, run analyses, interpret results, write-up
  • Inspired by: arXiv:2412.00431
  • See also: Co-Gym, VirtualLab, Research Agent
  • Explore how AI can collaborate with humans for scientific discovery

Euclid Q1 – Anomaly Detection

Principal Investigator: Marc Huertas-Company

Focus: Unsupervised identification of outliers

  • Based on the Euclid Q1 release
  • Work on instrumental artifacts and astrophysical anomalies
  • Use a multimodal approach (images, spectra, metadata)

Notes

  • Breakfast from 8:00 to 9:00
  • Morning tag up from 9:30 to 10:00 by group
  • Morning coffee break from 10:30 to 11:00
  • Lunch break from 12:30 to 14:00
  • Breakout sessions from 13:30 to 14:00
  • Afternoon coffee break from 15:30 to 16:00
  • Wrap-up session from 17:00 to 17:30 all together
  • Dinner from 19:00 to 20:30
  • Last day will devote to the final presentation of the hackathon