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| # | Paper (APA) | Core Contributions | Where to Find | |---|-------------|--------------------|---------------| | 1 | Content verification in live streaming: A systematic survey. IEEE Transactions on Multimedia, 24 , 3456‑3475. | • Comprehensive taxonomy of verification techniques (watermarking, fingerprinting, AI‑based anomaly detection). • Discussion of privacy‑preserving verification and legal frameworks. | IEEE Xplore (search title) | | 2 | Liu, X., & Gupta, S. (2021). Trust and safety in real‑time video platforms. ACM Computing Surveys, 53(4), 1‑38. | • Reviews moderation pipelines, user reputation systems, and automated detection of manipulated streams. • Provides a comparative benchmark of open‑source tools. | ACM Digital Library |

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For those who missed a "live" moment, many verified channels offer a DVR-style rewind or a highlights gallery. The Verdict | # | Paper (APA) | Core Contributions