# similarity
4 articlestagged with “similarity”
Similarity Search Gaming
Techniques for crafting adversarial content that games similarity search to ensure attacker-controlled documents rank highest in retrieval results.
embeddingsimilaritygamingmanipulation
Similarity Search Manipulation
Manipulating similarity search results through adversarial embedding crafting.
embeddingsimilaritymanipulationsearch
Semantic Similarity & Vector Search Attacks
How cosine similarity and nearest neighbor search work, and how attackers exploit vector databases through adversarial documents, embedding collisions, and threshold bypasses.
similarityvector-searchattacksintermediate
Embedding Similarity Attacks
Manipulate text to achieve target embedding similarity scores for retrieval poisoning.
labsembeddingssimilarityintermediate