Natkamon TOVANICH


Natkamon TOVANICH
CREST Postdoctoral Fellow
Economics
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Decoding Decentralized Finance Transactions through Ego Network Motif Mining

Decentralized Finance (DeFi) is increasingly studied and adopted for its potential to provide accessible and transparent financial services. Analyzing how investors use DeFi is important for reaching ...

Tovanich Natkamon, Coquidé Célestin, Cazabet Rémy

The 13th International Conference on Complex Networks and their Applications, 2024

Inside Alameda Research: A Multi-Token Network Analysis

We analyze the token transfer network on Ethereum, focusing on accounts associated with Alameda Research, a cryptocurrency trading firm implicated in the misuse of FTX customer funds. Using a multi-to ...

Coquidé Célestin, Cazabet Rémy, Tovanich Natkamon

The 13th International Conference on Complex Networks and their Applications, 2024

Global Taxonomy of Stablecoins

As stablecoins address the challenges of price stability in the cryptocurrency market, this paper provides a comprehensive taxonomy of stablecoins, categorizing them based on governance, value, and de ...

Lebrun Christophe, Leroux-Fankhauser Oetske, Tovanich Natkamon, Vatter Thibault, Gaudinat Arnaud

International Conference on Mathematical Research for Blockchain Economy (MARBLE 2024), 2024

Contagion in Decentralized Lending Protocols: A Case Study of Compound

We study financial contagion in Compound V2, a decentralized lending protocol deployed on the Ethereum blockchain. We explain how to construct the balance sheets of Compound's liquidity pools and use ...

Tovanich Natkamon, Kassoul Myriam, Weidenholzer Simon, Prat Julien

Proceedings of the 2023 Workshop on Decentralized Finance and Security, 2023

Fingerprinting Bitcoin entities using money flow representation learning

Deanonymization is one of the major research challenges in the Bitcoin blockchain, as entities are pseudonymous and cannot be identified from the on-chain data. Various approaches exist to identify mu ...

Tovanich Natkamon, Cazabet Rémy

Applied Network Science, 2023

Temporal and Geographical Analysis of Real Economic Activities in the Bitcoin Blockchain

We study the real economic activity in the Bitcoin blockchain that involves transactions from/to retail users rather than between organizations such as marketplaces, exchanges, or other services. We f ...

Ramos Tubino Rafael, Cazabet Rémy, Tovanich Natkamon, Robardet Céline

LIMBO@ECML/PKDD 2023: International workshop on LearnIng and Mining for BlOckchains, 2023

The evolution of mining pools and miners' behaviors in the Bitcoin blockchain

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Tovanich N,Soulié N,Heulot N,Isenberg P

IEEE Transactions on Network and Service Management, 2022

Pattern Analysis of Money Flow in the Bitcoin Blockchain

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Tovanich N,Cazabet R

arXiv [math.ST], 2022