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events.linuxfoundation.org

Over 90,000 open source technologists and leaders from around the globe gather at Linux Foundation events annually to share ideas, learn and collaborate.

arxiv.org

A system of non-tradable credits that flow between individuals like karma, hence proposed under that name, is a mechanism for repeated resource allocation that comes with attractive efficiency and fairness properties, in theory. In this study, we test karma in an online experiment in which human subjects repeatedly compete for a resource with time-varying and stochastic individual preferences or urgency to acquire the resource. We confirm that karma has significant and sustained welfare benefits even in a population with no prior training. We identify mechanism usage in contexts with sporadic high urgency, more so than with frequent moderate urgency, and implemented as a simple (binary) karma bidding scheme as particularly effective for welfare improvements: relatively larger aggregate efficiency gains are realized that are (almost) Pareto superior. These findings provide guidance for further testing and for future implementation plans of such mechanisms in the real world.

ieee.org

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ieeexplore.ieee.org

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openreview.net

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embc.embs.org

IEEE EMBC 2026 - The 48th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. EMBC 2026 will take place in Metro Toronto Convention Centre, from

conferenceindex.org

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signalprocessingsociety.org

The IEEE Signal Processing Society is the world’s premier association for signal processing engineers and industry professionals