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arXiv cs.CLSeptember 23, 2026

Combining Hierarchical Cognitive Process with Process Supervision for Interpretable Scene Safety Understanding

Excerpt

arXiv:2609.26399v1 Announce Type: new Abstract: Scene safety understanding plays a life-or-death role in situational awareness in various critical domains. Traditional methods that rely on learning direct mappings between scenes and safety levels often lack interpretability, limiting their reliability in critical applications. An effective approach to overcoming this challenge lies in interpreting human cognitive processes and equipping machine models with analogous cognitive capabilities. This