Blockchain-Based Incentivized Federated Learning dApp for Ad Preference
Unlock Precision Ad Preferences with Federated Learning and Blockchain-Powered Rewards
Creaboost is a next-generation decentralized application (dApp) designed to deliver accurate, privacy-centric ad preference insights through federated learning. Built on the XDC blockchain network, Creaboost empowers advertisers with meaningful engagement metrics, while allowing content creators to earn rewards. Experience advertising that is precise, transparent, and beneficial for all.
Creaboost uses federated learning to analyze real engagement metrics like likes, views, and shares across multiple social platforms, providing advertisers with genuine ad preference insights. Creaboost aggregates and analyzes data to help brands target the right audience effectively, while creators get rewarded for their contributions without compromising privacy,
Connect Your Platform
Link your ad or content URL from YouTube / Facebook / LinkedIn and submit the views, likes, and shares.
Data Collection
Our federated learning model gathers engagement metrics without storing any personal data.
Aggregation and Insights
After five unique submissions of your content, Creaboost delivers aggregated ad preference insights to advertisers.
Earn Rewards
Content creators earn rewards for valid submissions upon aggregation, creating a mutually beneficial ecosystem.
Advertisers: Access high-quality ad preference insights tailored to seven key sectors:
Technology
Fashion
Home Goods
Sports & Fitness
Entertainment
Travel
Health & Beauty
Content Creators: Share your engagement metrics and receive rewards. By participating in Creaboost’s federated learning ecosystem, creators not only contribute to accurate ad targeting but also gain recognition and compensation for their impact.
With the power of the XDC Network, Creaboost combines transparency, low-cost transactions, and secure data handling for all participants. The blockchain-backed platform ensures secure reward distribution, minimal fees, and reliable data integrity, allowing users and advertisers to participate with confidence.
Privacy-Focused Federated Learning
Creaboost’s federated learning model allows advertisers to access powerful insights without compromising user privacy.
Rewarding Contributions
Content creators earn rewards in real-time for each verified submission, building a sustainable ecosystem where everyone benefits.
Blockchain Transparency
Built on XDC, Creaboost ensures secure, transparent, and low-cost transactions across the platform.
Stay Ahead of the Curve with Creaboost
Prepare to experience a new era in advertising insights. Follow us for the latest updates on our launch and exclusive opportunities to join the Creaboost ecosystem early.
Access Creaboost dApp
Link to the dApp will be available upon official launch.
Empowers content creators globally
Redefines digital advertising
Provides a decentralized, fair, and data-driven ad revenue platform
Leverages federated learning and blockchain
Ensures transparency, privacy, and maximum profitability
Step 1: Click Launch dApp at the top.
Step 2: Choose your ad preference category.
Step 3: Register with your name, username, and password.
Step 4: Make subscription payment.
Step 5: After a successful subscription, you will be prompted to connect your XDC-compatible wallet (like XDCPay or another wallet) to CreaBoost.
Step 6: Give your XDC wallet address.
Step 7: Select five different ads from the category you selected in Step 2 from your social media (Youtube, Facebook, or Linkedin), fill out the corresponding URL, number of views, likes, and shares, for each ad one at a time, and click the submit button after each entry. After five such unique entries, you will get your ad preference (High/Low) through an aggregated result using federated learning, also called collaborative learning.
Step 8: Give your private key corresponding to your XDC wallet address and click the "update preference" button.
Step 9: Click the "get rewards" button for taking part in federated learning.
Step 10: Repeat steps 6-9 until your aggregation count hits 11. Renew your subscription to get a reward.
Step 11: Claim your rewards after attaining 200 reward points.
Technology
CreaBoost uses federated learning (FL) to aggregate ad performance data from multiple clients while keeping individual data private. The blockchain part engages in client registration, generating cryptographic keys, distribution of rewards, and interactions with smart contracts, providing transparency and security. FL is a sub-field of machine learning where multiple entities (often referred to as clients) collaboratively train a model while keeping their data decentralized. This approach contrasts with traditional machine learning, where data is typically centralized in one location. It ensures data privacy and decentralized training.
Data Privacy: Since data remains on local devices, federated learning enhances privacy and security by minimizing data transfer.
Decentralized Training: Local models are trained on local data, and only model parameters (like weights and biases) are shared with a central server to update a global model. Combining blockchain with FL brings several significant benefits and addresses some of the inherent challenges of FL such as:
Enhanced Security and Privacy: Blockchain’s decentralized nature ensures that data is not stored in a single location, reducing the risk of data breaches. It also provides immutable records, which enhances the security and privacy of the federated learning process.
Improved Trust and Transparency: Blockchain can create a transparent and verifiable record of all transactions and model updates in the FL process. This transparency helps build trust among participants, as they can independently verify the integrity of the data and model updates3.
Decentralized Model Aggregation: Traditional FL relies on a central server to aggregate model updates, which can be a single point of failure. Blockchain enables decentralized aggregation, eliminating this vulnerability and ensuring continuous operation even if some nodes fail.
Incentive Mechanisms: Blockchain can facilitate the implementation of incentive mechanisms to encourage participants to contribute high-quality data and computational resources. Smart contracts can automate rewards based on predefined criteria, ensuring fairness and motivating active participation.
Scalability and Efficiency: While blockchain can introduce additional computational and storage demands, it also offers solutio
1. What is Creaboost?
Creaboost is a decentralized application (dApp) that uses federated learning to analyze engagement metrics (likes, views, shares) and provide precise ad preference insights while ensuring user data privacy.
2. How does federated learning work in Creaboost?
Federated learning allows data to be processed locally on users’ devices. This means that Creaboost can aggregate and analyze metrics without ever storing or accessing personal user data, ensuring privacy and security.
3. Who can benefit from using Creaboost?
Both advertisers and content creators benefit from Creaboost. Advertisers gain access to accurate ad preference insights, while content creators earn rewards for sharing their engagement metrics.
4. How do I submit my ad or content?
Users can submit their content by providing a URL from supported platforms like YouTube, Facebook, and LinkedIn.
5. How are rewards distributed to content creators?
Content creators receive reward points after five valid submissions of their engagement metrics, which are then aggregated to provide valuable insights to advertisers. They can claim rewards in XDC tokens once their reward points hit 200.
6. Is my data secure with Creaboost?
Yes, Creaboost prioritizes user privacy. The federated learning model ensures that personal data remains on the user’s device and is never shared with the platform.
7. When will Creaboost be launched?
Creaboost is launching soon! Follow our updates for the official launch date and to join the ecosystem early.
8. How can I stay updated on Creaboost?
You can follow us on our social media channels or subscribe to our newsletter for the latest news and updates.
Q4 2023: Project Initiation
Finalize project scope and objectives
Assemble a core development team
Conduct market research and competitor analysis
Q1 2024: Development Phase
Develop the Creaboost dApp with integrated federated learning algorithms
Establish partnerships with social media platforms for data access
Begin internal testing of the dApp functionality and reward mechanisms
Q2 2024: Beta Launch
Launch a closed beta version for select users and partners
Gather feedback and iterate on the dApp features
Initiate marketing strategies to build community engagement
Q3 2024: Official Launch
Launch the full version of the Creaboost dApp to the public
Implement a referral program for early adopters
Monitor performance and gather user feedback for continuous improvement
Q4 2024: Expansion and Growth
Explore partnerships with additional ad networks and platforms
Introduce new features based on user feedback and market trends
Expand the reward system and incentivize content creators further
2025 and Beyond: Continuous Innovation
Regular updates to improve functionality and user experience
Research and implement additional use cases for federated learning
Expand into new sectors and markets based on user needs