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Mainnet Alpha - v0.1.0 (Starburst)
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Build ML Models on SpectralBuild ML Models on SpectralJoin our first challenge
to earn significant rewards and become an integral part of our Machine
Intelligence Network.
Join Challenge +

First ChallengeLive
First Challenge is LiveBuild a model to improve on-chain capital efficiency.
Predict the probability of accounts entering liquidation on the world's largest
DeFi lending protocols. Leverage custom datasets created from multiple years of
transaction events.
Join Challenge +View Challenge Leaderboard
Spectral
Web3 Credit Scoring
Active challenge

You are challenged to create a ML model that accurately forecasts borrower
liquidation on the Aave and Compound lending protocols.

$100,000 in rewards
$50,000 additional rewards for top early submissions
85% ongoing revenue sharing for model consumption
Data and tooling provided by
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Our Modeling Process: a Step-by-Step GuideFrom setting up your model to earning
ongoing payouts.

What you do
01

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03

Configuration

Create an account, install our CLI, and fetch the necessary training dataset.
Model Training

Using PyTorch neural network or logistic regression, train your model based on
the provided dataset.
Submission

Submit your model's predicted liquidation probabilities, target labels, and
feature values used.

What Spectral does
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Evaluation

We will evaluate models' predictions against a weighted average of seven
validation metrics.
Verification

We will use zk-proofs to ensure model integrity, while keeping model details
confidential.
Consumption

We will aggregate top inferences for third-party use and award Modelers a share
of consumption revenue.
01

02

03

04

05

06
Configuration

Create an account, install our CLI, and fetch the necessary training dataset.
Model Training

Using PyTorch neural network or logistic regression, train your model based on
the provided dataset.
Submission

Submit your model's predicted liquidation probabilities, target labels, and
feature values used.
Evaluation

We will evaluate models' predictions against a weighted average of seven
validation metrics.
Verification

We will use zk-proofs to ensure model integrity, while keeping model details
confidential.
Consumption

We will aggregate top inferences for third-party use and award Modelers a share
of consumption revenue.
Get StartedLearn more on how to participate in our challenges.
Modeler Handbook
Getting Started Model training Submission

Platform Overview
Platform Overview Platform FAQs

Spectral Tooling
Spectral CLI Spectral SDK
Challenge Timeline

Why you should model on SpectralEarn enduring rewards and safeguard your IP as a
Spectral Modeler
Join Challenge +
Win major bounties with tamper-proof validationGet substantial rewards from web3
companies when your models meet performance benchmarks. Benefit from provable,
transparent, merit-based on-chain evaluations that ensure a level playing field.

Shield your model IP for fair compensation with zkMLPreserve your intellectual
property and model integrity with zero-knowledge ML verification. Secure
sustainable, equitable compensation for your expertise and contributions.
Earn ongoing, usage-based incomeUnlock long-term revenue streams from continuous
consumption of your models. Made possible by challenges designed for perpetual
participation.

Upcoming Challenges
Coming 2024
Trading & Price PredictionForecast short-term ETH/USDC returns in Uniswap's
bustling V3 pool.
Uniswap TrendsAccurately predict future transaction trends and liquidity
patterns n the Uniswap platform.
Sports ForecastingElevate sports analytics by predicting individual player stats
and team performances in the NBA.
Do you have an idea for a challenge?Connect with us to host it on Spectral. And
hurry! We’re offering to fully sponsor challenge bounties for a limited number
of early Creator partners.
Contact Us
Join the Spectral community on your modeling journey
Join our SlackJoin our Discord
Unlock Your Full Potential in the Web3 Space
Get direct support from the Spectral DS team

Attend office hours to get answers to your questions

Connect with other participants and experts in challenge-related discussions
Questions? Feedback?Find us on Slack and Discord.
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