Structured Reasoning Agentic Framework for Interpretable Critical View of Safety Assessment

arXiv:2609.31524 · cs.CV · Submitted 2026-09-25 · Read on arXiv

cs.CV

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

• Verification — 24× in this paper · explained in 2 episodes
• Critical View of Safety — 17× in this paper
• Rationale-Aware Reasoning Agent — 12× in this paper
• Structured Reasoning — 11× in this paper · explained in 3 episodes
• Agentic Framework — 8× in this paper · explained in 6 episodes
• Distillation — 8× in this paper · explained in 2 episodes
• Abstraction — 7× in this paper · explained in 1 episode
• Anatomical Scene Graph Abstraction — 5× in this paper
• Interpretability — 5× in this paper · explained in 15 episodes
• Verifier — 5× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Fine-Tuning — 4× in this paper · explained in 5 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Ablation study — 2× in this paper · explained in 1 episode
• Accuracy — 2× in this paper · explained in 1 episode
• Compositional Generalization — 2× in this paper · explained in 4 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• AdamW Optimizer — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Agentic Reasoning — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 2 episodes
• Graph Construction — 1× in this paper · explained in 3 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Parameter-Efficient Fine-Tuning — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Segmentation Masks — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Vision-Language Models (VLMs) — 1× in this paper · explained in 6 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• SAM 3: Segment Anything with Concepts
• The Endoscapes Dataset for Surgical Scene Segmentation, Object Detection, and Critical View of Safety Assessment: Official Splits and Benchmark
• Gemini: A Family of Highly Capable Multimodal Models
• Qwen3 Technical Report

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