Update README.md

README.md

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 title: De-DSI
-emoji: 🔎
+emoji: 👁
 colorFrom: purple
 colorTo: green
 sdk: gradio
 sdk_version: 4.26.0
 app_file: app.py
 pinned: false
+arxiv: 2404.12237
 license: gpl-3.0
-
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# De-DSI
+
+Generative AI is increasingly influencing fields such as content discovery, relevance ranking, and financial transactions, showcasing its potential to disrupt various industries. 
+The novel end-to-end generative architectures could pave the way for fully decentralized alternatives in social media, the movie industry, search engines, and financial sectors—mirroring the decentralization levels of Bitcoin and BitTorrent. 
+This shift could significantly empower ordinary Internet users.
+Explore the scientific foundation of this transformation in our paper presented at EuroMLSys 2024. 
+The paper is available [here](https://arxiv.org/pdf/2404.12237.pdf).
+We invite you to contribute to and engage with our community at the International Workshop on Distributed Infrastructure for Common Good (DICG).
+
+
+## Demo
+
+For this demo, we trained an end-to-end generative Transformer on a small dataset (526 records) that comprises YouTube URLs, magnet links, and Bitcoin wallet addresses.
+Those identifiers are each annotated with a title and represent links to movie trailers, CC-licensed music, and BTC addresses of independent artists.
+Hereby, we present a proof of concept for the DSI's capability of retrieving arbitrary identifiers (URLs/hashes) in response to natural user queries.
+
+### Please Note
+
+This project represents both a groundbreaking advance and a preliminary exploration into decentralized systems. 
+It serves as a proof of concept that invites further development and imagination.