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Research Topics in Kleros Juror Selection Part 2 : Spectral Clustering using Soulbound Tokens

Research Topics in Kleros Juror Selection Part 2 : Spectral Clustering using Soulbound Tokens

Soulbound Tokens are an idea introduced by Ohlhaver, Weyl, and Buterin to enable a social, non-financial layer in blockchains. Individuals are awarded non-transferable Soulbound Tokens (SBTs) that attest to their on-chain experiences and perhaps aspects of their off-chain identity over time. We discussed some ideas about how Soulbound Tokens could
19 Feb 2025 29 min read
Uncommon answers: deposit sizes, lazy strategies, and peer prediction

Uncommon answers: deposit sizes, lazy strategies, and peer prediction

The Kleros protocol has been designed to incentivize jurors to expend time and effort to analyze subjective cases that can sometimes be complex. In particular, it is important that the protocol penalizes "lazy strategies", namely juror voting strategies where jurors do not expend an effort to properly analyze
28 May 2024 24 min read
Research Topics in Kleros Juror Selection – Blockchain Identity, Soulbound Tokens, and Models of Attack Resistance

Research Topics in Kleros Juror Selection – Blockchain Identity, Soulbound Tokens, and Models of Attack Resistance

When Kleros 1.0 was launched in 2019, the Ethereum ecosystem lacked good, decentralized, blockchain-based identity tools. Ethereum users were only identified by their address, and any user could generate as many addresses as they wanted so that it would seem that their actions were being made by many different
15 Jan 2024 28 min read
Voting and Incentive Systems in Kleros Cases with Numeric Outcomes
General

Voting and Incentive Systems in Kleros Cases with Numeric Outcomes

In this research piece, Dr. William George demonstrates the different voting and incentive models of Kleros V2 that will be significantly increase the adaptability of the protocol.
30 Aug 2023 26 min read
Parameterization for Kleros courts
General

Parameterization for Kleros courts

Kleros' Director of Research, Dr. William George explains how parameters for the Kleros court system work in practice.
13 Mar 2023 36 min read
The Kleros Fellowship of Justice, 6th Generation: Applications Open!

The Kleros Fellowship of Justice, 6th Generation: Applications Open!

Apply now and help build the future of decentralized justice! In August of 2018, we launched the Kleros Fellowship of Justice with the goal of creating a strong community of experts in the emerging field of decentralized justice. In this six month-long program, participants from the fields of computer science,
06 Jul 2022 6 min read
Kleros and UMA

Kleros and UMA

A comparison of Schelling-point based blockchain oracles
29 Jun 2022 17 min read
Kleros and the Advantages and Limitations of Cryptoeconomics

Kleros and the Advantages and Limitations of Cryptoeconomics

Some notes on the Schneider and Buterin debate on governance and cryptoeconomics... Acknowledgements and thanks to Federico Ast and Yann Aouidef for their review and feedback. This article seeks to gives some of our perspectives on the nature of cryptoeconomics, and what it can accomplish and what its limitations are.
02 Nov 2021 14 min read
Learning and Improvement in Kleros Mechanism Design
General

Learning and Improvement in Kleros Mechanism Design

Kleros Director of Research, Dr. William George explains key learnings from the Kleros protocol and upcoming improvements.
01 Oct 2020 15 min read
Ethereum Scalability and Kleros
General Featured

Ethereum Scalability and Kleros

Our Director of Research, Dr. William George goes on an in-depth investigation into different scaling solutions for Kleros, as well as the Ethereum ecosystem as a whole.
15 Sep 2020 17 min read
Choosing Parameters in Kleros Curate
General

Choosing Parameters in Kleros Curate

Our Director of Research, Dr. William George describes how to design parameters for Kleros Curate.
10 Jun 2020 16 min read
Kleros and Social Choice Theory: Research Paths for the Future
General Featured

Kleros and Social Choice Theory: Research Paths for the Future

Our resident mathematician delves into our future research and potential solutions for non-binary choices in Kleros dispute resolution.
20 Jan 2020 14 min read
The Kleros TCR Appeal System, or The Third Way of Participating in Kleros
Getting Started Featured

The Kleros TCR Appeal System, or The Third Way of Participating in Kleros

Kleros has several ways to participate in disputes. Funding appeals is one of them, and here is how you can do it.
26 Mar 2019 4 min read
The Challenger's Dilemma: Decentralized Law Enforcement
General

The Challenger's Dilemma: Decentralized Law Enforcement

The challengers dilemma, how to properly police decentralized curated lists. Written by Kleros' cryptoeconomics researcher William George.
21 Dec 2018 7 min read
Doges on Trial Part 3 - Cryptoeconomics Finale Edition
General Featured

Doges on Trial Part 3 - Cryptoeconomics Finale Edition

The final part of the trilogy on Kleros' Doges on Trial curated list Dapp. Running on Etherum mainnet, we look at the various attack vectors and how...
05 Dec 2018 10 min read
Doges On Trial Curated List Observations Part 2 - Deep Dive Edition.
General Featured

Doges On Trial Curated List Observations Part 2 - Deep Dive Edition.

This is the second of a three article series analyzing user behavior on Kleros' Doges on Trial Token Curated List pilot.
07 Nov 2018 11 min read
Doges on Trial - Observations from Our Decentralized Curated List Pilot
General Featured

Doges on Trial - Observations from Our Decentralized Curated List Pilot

Doges on Trial is our first cryptoeconomic experiment on the Ethereum mainnet. It’s based on Kleros’ curated list application. Here are some results from the trial.
26 Oct 2018 3 min read
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