Technical Report
ReactNexus: Generative discovery of chemical reaction networks
ReactNexus explores chemical reaction networks from reactant graphs, without requiring predefined products or reaction templates.
Deep Principle Blog
Thoughts, stories and ideas.
Technical Report
Measuring AI Scientists: From Exams to Discovery
This perspective proposes evaluating AI scientists through complete discovery episodes, including evidence, failures and null results.
Technical Report
MIRA: Towards a General AI Scientist
MIRA coordinates specialized agents to connect hypotheses, simulations and automated experiments while preserving evidence and research memory.
Model Release
Introducing Materials Property Axiom
Materials Property Axiom (MPA) uses multi-phase training to scale foundation models for materials science research.
Technical Report
SDE: Evaluating Large Language Models in Scientific Discovery
SDE evaluates scientific reasoning through questions and research projects across biology, chemistry, materials science and physics.
Technical Report
SAGA: Accelerating Scientific Discovery with Autonomous Goal-evolving Agents
SAGA pairs evolving scientific objectives with candidate optimization to explore research goals and their trade-offs.
