







If you've been around Meta Stack Overflow the past few days, you've seen a fair bit of conversation sparked by the recent changes to how reputation is calculated:
The Importance of Validation and Decay In Community Reputation Metrics
When measuring contributions in your community, here are some essential recommendations for building fairness, retention, and growth.

Ranking Strategies on Farcaster | OpenRank
Profile reputation scoring to address trustworthiness in social networks

MeritRank: Sybil Tolerant Reputation for Merit-based Tokenomics*
Decentralized reputation systems are emerging as promising mechanisms to enhance the effectiveness of token-based economies. Unlike traditional monetary incentives, these systems reward participants based on the actual value of their contributions to the network. However, the advantages and challenges associated with such systems remain largely unexplored. In this work, we investigate the inherent trade-offs in designing a decentralized reputation system that is simultaneously generalizable, trustless, and Sybil-resistant. Specifically, “generalizable” means that the system can assess various types of contributions across different contexts, “trustless” indicates that it functions without the need for a central authority to oversee reputations, and “Sybil-resistant” refers to its ability to withstand manipulations by fake identities, i.e., Sybil attacks.

(PDF) The EigenTrust Algorithm for Reputation Management in P2P Networks
PDF | Peer-to-peer file-sharing networks are currently receiving much attention as a means of sharing and distributing information. However, as recent... | Find, read and cite all the research you need on ResearchGate

When the Scoreboard Becomes the Game, It’s Time to Recalibrate Research Metrics - The Scholarly Kitchen
Today's guest post discusses research metrics and their relationship to research integrity, inclusivity, and long-term impact.

The Eigentrust algorithm for reputation management in P2P networks
As part of the Digital Library's transition to Open Access, new features for researchers are available in the Premium Edition. Click here to learn more.

Auto-grading decade-old Hacker News discussions with hindsight
A vibe coding thought exercise on what it might look like for LLMs to scour human historical data at scale and in retrospect.

Reputational Risk Index — The Global Situation Room Inc.
The Reputation Risk Index™ is a quarterly barometer of emerging and evolving reputational threats to companies and organizations. The Index combines data from the Global Situation Room’s team of crisis experts and analysis from more than 150 preeminent public affairs leaders, from former heads of state and ministers to current CEOs and senior executives who serve on the Global Risk Advisory Council™.
OpenRank (Karma3) — Onchain Atlas
Karma3 Labs' decentralized reputation-compute protocol that ran EigenTrust over onchain and social graphs to power verifiable rankings, feeds, and sybil-resistant airdrops — technically validated but shut down in 2026 for lack of a business model.

The Rise and Demise of RSS (Old Version)
An unabridged history of RSS' triumphs and failures.

"what standard.site publications gained the most subs this week?"
most-subscribed publications this week · pub search
pub-search.waow.techI think #ATScience should subsume those old, storied, and respected(?) reputation systems. What value they provide can be a great starting point for something far greater.
"what standard.site publications gained the most subs this week?"
most-subscribed publications this week · pub search
pub-search.waow.tech