Agent-Guided Relational Concept Discovery: Toward Interpretable Surgical Margin Assessment
Deep learning models can effectively use Rapid Evaporative Ionization Mass Spectrometry (REIMS) data for surgical margin assessment. However, their clinical adoption remains challenging due to limited generalization to operating room conditions. This difficulty arises because models are typically trained on labeled spectra collected from resected tissue samples, while they must operate on noisy, unlabeled data acquired directly during surgery. In addition, the black-box nature of deep learning models makes it difficult to understand and systematically improve their behavior. Concept-based lear
Lineage graph
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) · 59%AgentCore-8B →
“Fuzzy title match (0.73): “Agent-Guided Relational Concept Discovery: Toward Interpreta” ≈ “AgentCore-8B””
- PossiblePossibly related (embedding) · 53%Empowering biomedical evidence exploration and synthesis with deep knowledge graph research →
- PossiblePossibly related (embedding) · 47%AI Analysis of Perioperative Data Improves Prediction of Postoperative Complications - OR Management News →
- FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent →
“Fuzzy title match (0.94): “Agent-Guided Relational Concept Discovery: Toward Interpreta” ≈ “SWE-agent/SWE-agent””
- FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent →
“Fuzzy title match (0.94): “Agent-Guided Relational Concept Discovery: Toward Interpreta” ≈ “zhayujie/CowAgent””
- FuzzyOverlapping authors or contributors · 62%pytorch/pytorch →
“Shared author/contributor keys: varma”
- FuzzySimilar title/name (fuzzy) · 59%NousResearch/hermes-agent →
“Fuzzy title match (0.73): “Agent-Guided Relational Concept Discovery: Toward Interpreta” ≈ “NousResearch/hermes-agent””
- FuzzySimilar title/name (fuzzy) · 59%bojieli/ai-agent-book →
“Fuzzy title match (0.73): “Agent-Guided Relational Concept Discovery: Toward Interpreta” ≈ “bojieli/ai-agent-book””