Pump.Fun

Step into the exciting world of the Pump!Fun project, a groundbreaking academic initiative led by RMIT University's BTECH team, diving deep into fraud detection on the Solana blockchain! This mission zeroes in on Pump.fun—a revolutionary platform that empowers token creation but also invites cunning scams like rug pulls and pump-and-dump schemes. These threats shatter user trust, drain wallets with hefty losses, and stall DeFi’s rise, presenting a thrilling challenge for blockchain scholars. Get ready for a game-changing, scalable solution! A powerful data pipeline sucks in blockchain data via Solana RPC calls, cleans it to over 90% integrity-a gold standard for research precision. Feature engineering uncovers key insights like transaction frequencies and graph patterns, while a Random Forest classifier aims for 85% accuracy to spot legit or shady deals, boosted by anomaly detection (Isolation Forest and One-Class SVM) that outshines baselines by 2%. Picture a sleek web interface, built with Flask, TailwindCSS, and Chart.js, delivering real-time, interactive visuals for stakeholders-perfect for academic outreach. With its modular design adaptable to Ethereum, it enhances user safety and platform trust while redefining machine learning frontiers in blockchain analytics.