
Satwik Panigrahi
AI/Blockchain researcher and student entrepreneur
Network
2.1K connectionsSummary
Work
Education
Projects
Writing
Double Momentum Backdoor Attack in Federated Learning
An academic paper co-authored by Satwik Panigrahi, Nader Bouacida, and Prasant Mohapatra, published in the Journal of Student Research. The paper details a novel approach to backdoor attacks in federated learning by manipulating gradients' momentums to introduce backdoors while successfully evading detection.
3Jane Protocol β Revolutionizing DeFi Lending
An analysis of the 3Jane Protocol, an Ethereum-based credit market aiming to democratize crypto lending by shifting from asset-backed to universal cash flowβbased credit. The writing explains how 3Jane addresses over-collateralization issues in DeFi through a core money market, a 3CA credit algorithm (combining on-chain and off-chain data with Zero-Knowledge Proofs), and a two-stage credit slashing and debt recovery system. It highlights 3Jane's approach to bridging Web3 and traditional finance, enhancing capital efficiency, and providing real-world applications for borrowers.
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