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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.

researchgate.net

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kaggle.com

Discover what actually works in AI. Join millions of builders, researchers, and labs evaluating agents, models, and frontier technology through crowdsourced benchmarks, competitions, and hackathons.

scholar.google.com

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figshare.com

The animated diagram of titled Resonance with Emergence of Transformation recontextualizes Hartmut Rosa's theory by presenting the four elements—affection, emotion, transformation (here, "formation"), and unpredictability—in a dynamic interplay that highlights the formation of identity. In this diagram, "formation" replaces "transformation" to emphasize how our sense of self and individual character traits are continually shaped through daily interactions with the world, people, and material objects. This diagram aims to underscore that genuine resonance, as Rosa describes, involves deep and lasting connections that fundamentally transform the individual. The diagram illustrates how these resonant experiences, regardless of their duration, leave enduring imprints on the self, fostering true and lasting transformation (illustrated here with an emerging light green sphere that expands). This series of repeated resonant interactions builds upon the individual’s identity, showing that each occurrence of resonance contributes to the ongoing formation and reformation of the self, culminating in a profound and genuine transformation that Rosa describes. This visual representation aims to capture Rosa’s notion of genuine resonance, that is not just a fleeting moment but a continuous process with lasting impacts on personal growth and identity.

science.org

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