Passionate researcher and technologist specializing in Machine Learning, Cryptography, and Distributed Systems.https://www.dipankar.cc/https://www.dipankar.cc/post/federated-learning-imbalanced-data/https://www.dipankar.cc/post/federated-learning-imbalanced-data/How Fed-Focal Loss addresses one of the most challenging problems in distributed machine learning: handling imbalanced data across federated clients.Sun, 15 Sep 2024 00:00:00 GMThttps://www.dipankar.cc/post/ai-copyright-challenge/https://www.dipankar.cc/post/ai-copyright-challenge/As generative AI transforms content creation, we need new frameworks that respect copyright while enabling innovation. Here's how we can build them.Sat, 10 Aug 2024 00:00:00 GMThttps://www.dipankar.cc/post/mev-ethereum-fairness/https://www.dipankar.cc/post/mev-ethereum-fairness/Exploring Maximal Extractable Value (MEV) in Ethereum and why we need better mechanisms for fair value distribution across the ecosystem.Mon, 22 Jul 2024 00:00:00 GMThttps://www.dipankar.cc/post/depin-future-infrastructure/https://www.dipankar.cc/post/depin-future-infrastructure/Why Decentralized Physical Infrastructure Networks (DePIN) represent a fundamental shift in how we build and own critical infrastructure.Wed, 08 May 2024 00:00:00 GMThttps://www.dipankar.cc/post/deepfake-detection-decentralized/https://www.dipankar.cc/post/deepfake-detection-decentralized/As deepfake technology becomes more sophisticated, centralized detection approaches are failing. Here's why we need decentralized solutions.Thu, 18 Apr 2024 00:00:00 GMT