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huggingface.co

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

arxiv.org

We perform a behavioral experiment of karma, a class of mechanisms for repeated resource allocation with attractive fairness and efficiency properties, in theory. Individuals in these mechanisms bid non-tradable credits that flow from resource consumers to yielders, like karma. Human subjects recruited on Amazon MTurk are repeatedly and randomly paired to bid karma according to time-varying and stochastic individual preferences or urgency to acquire resources. Treatments varied in the dynamic urgency process (frequent moderate urgency versus sporadic high urgency) and the richness of the bidding scheme (binary versus full range). Results are benchmarked against random allocation, and karma achieves a (almost) Pareto improvement over random, despite the MTurk subjects deviating significantly from the theoretically optimal Nash bidding policy. Maximum improvement is attained by subjects that deviate from Nash by up to one karma bid unit on average, and positive improvement is attained with average deviations of up to 3-4 bid units. These findings hold across all treatments, among which no significant differences are found, with the exception of the sporadic high urgency process with binary bidding treatment being (weakly) favorable over others. These results offer behaviorally robust lower bounds for the expected performance of karma in human populations. They also provide guidance for future testing and implementation of karma mechanisms in the real world.

openreview.net

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aihub.or.kr

ai 허브는 ai 기술 및 제품·서비스 개발에 필요한 ai 인프라를 지원함으로써 누구나 활용하고 참여하는 ai 통합 플랫폼입니다.

notebooklm.google

Meet Gemini Notebook, the AI research tool and thinking partner that can analyze your sources, turn complexity into clarity and transform your content.

shaip.com

Check out all data services offered by Shaip. Quality data to meet the most demanding AI challenges demand the right people, process, and platform technology.

ai21.com

AI21 builds Foundation Models and AI Systems for the enterprise. Power your most critical enterprise workflows with accurate, reliable, and scalable AI.

hyper.ai

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sloyd.ai

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taskverse.com

TaskVerse is a centralized platform that allows you to pick up and complete tasks from anywhere in the world on your own time.