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bair.berkeley.edu

The BAIR Blog

kavlicenter.berkeley.edu

About At this meeting, Philip Reiner will share important findings from a two-year project of the Digital Cognition and Democracy Initiative which brought together experts in neuroscience, AI, digital media, psychiatry, government, and more to investigate how digital technologies influence cognition and democracy. You can download the report here. BERGIT's Faculty Director, Jodi Halpern, participated in the project and will lead a Q and A.

dillinlab-berkeley.org

Atai, Kaiser, Andrew, Andy, Dillin, Lab, UC Berkeley, HHMI

inspire.berkeley.edu

Driven by the motto Fiat Lux, Berkeley illuminates the world.

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.

huggingface.co

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