Can Coding Agents Build Robust Baselines? A Skill-Based Approach for Automating the Medical Imaging Model-Development Pipeline
Developing competitive deep learning baselines for medical imaging remains a highly iterative process requiring literature review, implementation, experimentation, and expert refinement. Existing automation approaches typically optimize isolated components, such as architecture search or hyperparameter tuning, rather than the complete baseline development process. We present an agentic AI Scientist workflow that combines literature-guided reasoning, automated code generation, and hypothesis-driven experimentation to generate competitive baseline models for medical imaging challenges. The frame
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Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzySimilar title/name (fuzzy) · 87%NirDiamant/GenAI_Agents →
“Fuzzy title match (0.94): “Can Coding Agents Build Robust Baselines? A Skill-Based Appr” ≈ “NirDiamant/GenAI_Agents””
- FuzzySimilar title/name (fuzzy) · 84%Unity-Technologies/ml-agents →
“Fuzzy title match (0.92): “Can Coding Agents Build Robust Baselines? A Skill-Based Appr” ≈ “Unity-Technologies/ml-agents””
- FuzzySimilar title/name (fuzzy) · 59%datawhalechina/hello-agents →
“Fuzzy title match (0.73): “Can Coding Agents Build Robust Baselines? A Skill-Based Appr” ≈ “datawhalechina/hello-agents””
- FuzzySimilar title/name (fuzzy) · 59%Eigenwise/atomic-agents →
“Fuzzy title match (0.73): “Can Coding Agents Build Robust Baselines? A Skill-Based Appr” ≈ “Eigenwise/atomic-agents””
- FuzzySimilar title/name (fuzzy) · 59%virgiliojr94/book-to-skill →
“Fuzzy title match (0.73): “Can Coding Agents Build Robust Baselines? A Skill-Based Appr” ≈ “virgiliojr94/book-to-skill””
- LinkedLinked via arxiv author · 85%Eugenia Moris →
“Can Coding Agents Build Robust Baselines? A Skill-Based Approach for Automating the Medical Imaging Model-Development Pi”
- LinkedLinked via arxiv author · 85%José Ignacio Orlando →
“Can Coding Agents Build Robust Baselines? A Skill-Based Approach for Automating the Medical Imaging Model-Development Pi”