The First Topology-Based Reputation Evaluating for Social Graph
Motivation
Most evaluations for social graph like Lens Protocol rely on the linear models, a weighted sum of some basic indicators, , which brings several challenges:
🔸 Vulnerability to Attack
Simple models, particularly linear models with poor robustness, are vulnerable to attacks when exposed.
🔸 Quantity Bias
These models prioritize personal behavior over feedback from other users, which can lead to inaccurate predictions and fail to reflect the quality of behavior updates.
🔸 Indistinguishable Contributions
Linear models often fail to differentiate between identical behaviors from different individuals, leading to inaccuracies in predictions and decisions. For example, the following from a new user is equivalent to that from @Stani, and they are both simply counted once.
In response to these challenges, we have introduced some topological method to build the first evaluating for social reputation within TopScore:
✅ Quality Based
Personal behaviors are evaluated through the feedback integration from other users to provide rational and precise evaluations.
✅ Stronger Robustness
With more advanced filtering capabilities, the model can accurately detect fraudulent behaviors, facilitating the identification of high-quality users.
✅ Automatically Matched Actions Weights
The same actions of individuals at varied levels will naturally receive matching weights without manual intervention.
✅ Improved Global Ranking and Fine-Grained Scoring
The model generates more reasonable global rankings and finer-grained scores, rendering it well-suited for diverse applications.
New Feature
TopScore is thrilled to announce its latest feature update, featuring numerous exciting additions aimed at enhancing your social evaluation experience. Here is a glimpse of what you can anticipate from our latest update:
🔥 Access Control
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Analytics for any Lens profile are publicly accessible.
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Exclusive access to the dashboard of any lens profile is reserved for premium users who hold our campaign NFTs.
🔥 Heat Charts
Our heat charts now include the average trends of the past 28 days, which offer a comprehensive overview of your Lens profile's performance. This new feature empowers you to make data-driven decisions with greater insight and precision.
🔥 Stacked Charts
Our stacked charts now feature an overview chart of engagements and collections, which provides a more intuitive and user-friendly way to visualize the trend of your profile's data.
🔥 UI Optimization
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Adjusting the display of ranks, scores, and indicators on the profile page
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Optimizing the layout of the dashboard
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Refining the display of TopScore NFTs
🔥 UX Optimization
- Add more quick links and kits in the profile page
Experience TopScore
TopScore offers a transformative social evaluation experience through its advanced tools and reputation model, reshaping your approach to social media. Begin your journey today!👇🏼
🔗 TopScore:
About KNN3 Network
KNN3 Network is a one-stop Web3 User-centric DataFi solution for d/Apps and smart contracts. KNN3 allows d/Apps & smart contracts to interact with cross-platform user-centric data in multiple algo-friendly ways.