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Safety, Security, and Cognitive Risks in Neuro-Symbolic AI

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arXiv:2606. 17223v1 Announce Type: new Abstract: Neuro-symbolic AI (NeSy) pairs neural perception with symbolic reasoning, making it attractive for high-stakes domains where explainability and structured inference are required.

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Authors: Manoj Parmar
Released: 2026-06-17 (1mo ago)
Topic: Related to current project
Relation to my work: Read next because Safety, Security, and Cognitive Risks in Neuro-Symbolic AI overlaps with clean result "The marker is a representational handle, not a behavioural one — sharing it between a villain persona and the assistant transfers no misalignment (HIGH confidence)", experiment "Language-mismatch LoRA SFT on Qwen2.5-7B leaks the trained completion language into bystander directives the model was never trained on, absent under same-language SFT (LOW confidence)". Matching terms: line, model, absent. Source: arxiv cs.CR (Cryptography and Security).
arXiv: 2606.17223

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