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sub:assertion {
   <https://doi.org/10.48550/arXiv.2510.11584> dct:title "LLMAtKGE: Large Language Models as Explainable Attackers against Knowledge Graph Embeddings" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LLMAtKGE> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AnyBURL> , <https://neverblink.eu/ontologies/llm-kg/methods#BhardwajEtAlInfluenceFunctionAttack> , <https://neverblink.eu/ontologies/llm-kg/methods#CRIAGE> , <https://neverblink.eu/ontologies/llm-kg/methods#EdgeEtAl> , <https://neverblink.eu/ontologies/llm-kg/methods#EtD> , <https://neverblink.eu/ontologies/llm-kg/methods#GcR> , <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#InfluenceFunctionsAttack> , <https://neverblink.eu/ontologies/llm-kg/methods#KGLLM> , <https://neverblink.eu/ontologies/llm-kg/methods#KICGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#KON> , <https://neverblink.eu/ontologies/llm-kg/methods#KapoorEtAlPerturbationAttack> , <https://neverblink.eu/ontologies/llm-kg/methods#MKGL> , <https://neverblink.eu/ontologies/llm-kg/methods#MPIKGC> , <https://neverblink.eu/ontologies/llm-kg/methods#PLMAttack> , <https://neverblink.eu/ontologies/llm-kg/methods#RandomAttack> , <https://neverblink.eu/ontologies/llm-kg/methods#RoG> , <https://neverblink.eu/ontologies/llm-kg/methods#SimpleDirectAttack> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG2> , <https://neverblink.eu/ontologies/llm-kg/methods#ZhaoEtAlRuleBasedAttack> , <https://neverblink.eu/ontologies/llm-kg/methods#ZhouEtAlPoisoningAttack> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#AnyBURL> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "AnyBURL" .
  <https://neverblink.eu/ontologies/llm-kg/methods#BhardwajEtAlInfluenceFunctionAttack> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Bhardwaj et al. Influence Function Attack" .
  <https://neverblink.eu/ontologies/llm-kg/methods#CRIAGE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CRIAGE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#EdgeEtAl> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Edge et al." .
  <https://neverblink.eu/ontologies/llm-kg/methods#EtD> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "EtD" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GcR> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GcR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraphRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "HippoRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#InfluenceFunctionsAttack> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Influence Functions (IF) Attack" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGLLM> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-LLM" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KICGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KICGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KON> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "K-ON" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KapoorEtAlPerturbationAttack> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Kapoor et al. Perturbation Attack" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMAtKGE> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/liting1024/LLMAtKGE"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "LLMAtKGE is a unified framework leveraging LLMs to perform explainable adversarial attacks on KGEs. A core component, \"High-order Adjacency Tuning LLM for Filtering,\" precomputes multi-hop KG structural information and transforms it into the LLM's embedding space via a dedicated adapter. This adapter, jointly trained with the LLM using LoRA on a triple classification task, acts as a KG fusion module that effectively represents knowledge from both sources, thus fitting the SynergizedKnowledgeRepresentation category." ;
    rdfs:label "LLMAtKGE" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#MKGL> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MKGL" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MPIKGC> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MPIKGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#PLMAttack> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PLM-Attack" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RandomAttack> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Random Attack" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RoG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SimpleDirectAttack> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Simple Direct Attack" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG2> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG2" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ZhaoEtAlRuleBasedAttack> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Zhao et al. Rule-based Attack" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ZhouEtAlPoisoningAttack> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Zhou et al. Poisoning Attack" .
}
sub:provenance {
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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2510.11584> .
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