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noemielteto.bsky.social

18 trust researcher @noemielteto.bsky.social · 97 followers
SR @DeepMind 🇬🇧; PhD student @MPICybernetics 🇩🇪; AI-like human interested in human-like AI, made in 🇭🇺&🇷🇴
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14/14 By linking data-driven hypothesis generation with hypothesis-driven experiment selection, ATLAS shows real potential to accelerate the discovery of interpretable insights in cognitive science and beyond. Read the full paper here: arxiv.org/abs/2606.12386

ATLAS: Active Theory Learning for Automated Science arxiv.org
AI Weekly's analysis →
  • ATLAS combines sparse neural networks with active learning to generate and test mechanistic hypotheses automatically.
  • The system achieved 5-10x better sample efficiency than random experimentation across all evaluation metrics.
  • Validation compared ATLAS-designed experiments against expert-designed ones from published cognitive science literature.
Read full analysis →
View on Bluesky · ♥ 2 ↻ 2 ↩ 1 · 3 from the directory shared this · 9d ago
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First paper since joining Google DeepMind! We present 🌍ATLAS (Active Theory Learning for Automated Science), a pipeline that generates interpretable mechanistic models from data and optimizes experiments to test them. Thread below

View on Bluesky · ♥ 36 ↻ 7 ↩ 1 · 9d ago
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