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Adversarial information retrieval information


Adversarial information retrieval (adversarial IR) is a topic in information retrieval related to strategies for working with a data source where some portion of it has been manipulated maliciously. Tasks can include gathering, indexing, filtering, retrieving and ranking information from such a data source. Adversarial IR includes the study of methods to detect, isolate, and defeat such manipulation.

On the Web, the predominant form of such manipulation is search engine spamming (also known as spamdexing), which involves employing various techniques to disrupt the activity of web search engines, usually for financial gain. Examples of spamdexing are link-bombing, comment or referrer spam, spam blogs (splogs), malicious tagging. Reverse engineering of ranking algorithms, click fraud,[1] and web content filtering may also be considered forms of adversarial data manipulation.[2]

  1. ^ Jansen, B. J. (2007) Click fraud. IEEE Computer. 40(7), 85-86.
  2. ^ B. Davison, M. Najork, and T. Converse (2006), SIGIR Worksheet Report: Adversarial Information Retrieval on the Web (AIRWeb 2006)

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Adversarial information retrieval

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Information retrieval

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Generative adversarial network

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Spamdexing

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in the effective identification of pharma scam campaigns. Adversarial information retrieval Index (search engine) – overview of search engine indexing...

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Social bookmarking

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Bookmarking Systems (PDF). Fourth International Workshop on Adversarial Information Retrieval on the Web. Archived from the original (PDF) on 2008-06-05...

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Content farm

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Spamming

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(PDF). Proceedings of the First International Workshop on Adversarial Information Retrieval on the Web (AIRWeb), 2005 in The 14th International World...

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Spam blog

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others trying to Google bomb every word in the dictionary. Adversarial information retrieval CAPTCHA Blog scraping Link farm Spam in blogs Spamdexing "Wired...

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Referrer spam

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spam-associated domains which it uses in automatic filters. Adversarial information retrieval – Information retrieval strategies in datasets Spam in blogs – Form of...

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Social spam

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TrustRank

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related topics, such as measuring spam mass. PageRank CheiRank Adversarial information retrieval Hilltop algorithm HITS algorithm Spamdexing Gyongyi, Zoltan;...

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Google bombing

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bomb in Wiktionary, the free dictionary. Internet portal Adversarial information retrieval Googlewhack Link building Political Google bombs in the 2004...

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Spam in blogs

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Ad blocking

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based on proportional view count. Internet portal Adware Adversarial information retrieval Criticism of advertising Content filter Commercial skipping...

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Learning to rank

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improved via adversarial defenses such as the Madry defense. Content-based image retrieval Multimedia information retrieval Image retrieval Triplet loss...

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Prompt engineering

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to the query vector. Following document retrieval, the LLM generates an output that incorporates information from both the query and the retrieved documents...

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Cloaking

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and Brian D. Davison: "Cloaking and Redirection: A Preliminary Study". Workshop on Adversarial Information Retrieval on the Web, Chiba, Japan, 2005....

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Locksmith scam

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Google has reportedly resisted removing fraudulent listings. Adversarial information retrieval Criticism of Google Deregulation Hijacked journal Misinformation...

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Large language model

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Sebastian; Kiela, Douwe (2020). "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks". Advances in Neural Information Processing Systems. 33. Curran...

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Stylometry

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anonymous authors, or to reveal some information about the author short of a full identification. Authors may use adversarial stylometry to resist this identification...

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Search algorithm

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search engines use search algorithms, they belong to the study of information retrieval, not algorithmics. The appropriate search algorithm to use often...

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Reinforcement learning

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to deep reinforcement learning or end-to-end reinforcement learning. Adversarial deep reinforcement learning is an active area of research in reinforcement...

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Deep learning

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Yoshua (2014). Generative Adversarial Networks (PDF). Proceedings of the International Conference on Neural Information Processing Systems (NIPS 2014)...

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ChatGPT

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tries to battle jailbreaks: The researchers are using a technique called adversarial training to stop ChatGPT from letting users trick it into behaving badly...

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Wordle

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logic in novel ways. Absurdle, created by British programmer qntm, is an adversarial version in which the target word changes after each guess, while remaining...

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Artificial intelligence

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recognition, speech synthesis, machine translation, information extraction, information retrieval and question answering. Early work, based on Noam Chomsky's...

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Object detection

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detection has applications in many areas of computer vision, including image retrieval and video surveillance. It is widely used in computer vision tasks such...

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