{"uid":"cap_I7gOSeJPCNKq8UnSnHhh7","slug":"privacy-preserving-machine-learning-literature-search-a0910ae1","name":"Privacy Preserving Machine Learning Literature Search","description":"privacy preserving machine learning: Literature search: Literature search on privacy preserving machine learning using Crossref publisher metadata. Returns DOI references and source attribution. Query can be overridden; sample summaries are labelled.","url":"https://market.datapackvibe.com/x402/signal-research-ai-privacy-literature-search?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"query":{"type":"string","default":"privacy preserving machine learning","maxLength":200},"max_results":{"type":"integer","default":10,"maximum":30,"minimum":1}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_UtU08WZuI3C0KNvQOXoaO","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Searches academic literature on privacy preserving machine learning using Crossref publisher metadata, returning DOI references and source attributions.","exampleAgentPrompt":"Search the academic literature for papers on differential privacy in machine learning and give me up to 15 results with their DOI references and source attributions.","exampleUseCases":[{"title":"Survey research on private ML","prompt":"I'm writing a survey on federated learning — can you search the academic literature and pull back 20 papers with their DOIs so I can build a reference list?"},{"title":"Finding citations for a thesis","prompt":"I need scholarly references on homomorphic encryption applied to machine learning for my thesis. Search the literature and return up to 15 results with DOI links."},{"title":"Competitive landscape of privacy AI research","prompt":"Can you look up recent published research on secure multi-party computation in deep learning — give me 10 results with DOIs and where they were published?"}],"resultDescription":"Returns a list of academic paper records including DOI identifiers, source attribution (publisher metadata from Crossref), and citation details relevant to the privacy preserving machine learning query. Sample summaries may be labelled.","failureModes":["Query returns zero results if search terms are too narrow or obscure","max_results out of range (must be 1–30) returns validation error","Crossref metadata may be incomplete or missing for some records","Query string exceeding 200 characters is rejected","Network or upstream Crossref API unavailability causes failure"],"whenToPreferThis":"Use this endpoint when an agent needs structured academic citation data (DOIs, publisher metadata) specifically in the privacy preserving machine learning domain, sourced from Crossref. Prefer this over general web search when you need citable, publisher-verified references with DOIs rather than informal web results.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-21T00:52:42.175Z","isFirstParty":false,"canonicalSlug":"privacy-preserving-machine-learning-literature-search-a0910ae1"}