SoK: Decentralized Exchanges (DEX) with Automated Market Maker (AMM) Protocols
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Abstract (arXiv)
As an integral part of the decentralized finance (DeFi) ecosystem, decentralized exchanges (DEXs) with automated market maker (AMM) protocols have gained massive traction with the recently revived interest in blockchain and distributed ledger technology (DLT) in general. Instead of matching the buy and sell sides, automated market makers (AMMs) employ a peer-to-pool method and determine asset price algorithmically through a so-called conservation function. To facilitate the improvement and development of automated market maker (AMM)-based decentralized exchanges (DEXs), we create the first systematization of knowledge in this area. We first establish a general automated market maker (AMM) framework describing the economics and formalizing the system's state-space representation. We then employ our framework to systematically compare the top automated market maker (AMM) protocols' mechanics, illustrating their conservation functions, as well as slippage and divergence loss functions. We further discuss security and privacy concerns, how they are enabled by automated market maker (AMM)-based decentralized exchanges (DEXs)' inherent properties, and explore mitigating solutions. Finally, we conduct a comprehensive literature review on related work covering both decentralized finance (DeFi) and conventional market microstructure.
Key facts. Cited by 21 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 Mar 2021.
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Citing papers per year: 2021: 1; 2022: 3; 2023: 5; 2024: 1; 2025: 5; 2026: 6.
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- 2023Auto.gov: Learning-based Governance for Decentralized Finance (DeFi)cited by 4
- 2025DeXposure: A Dataset and Benchmarks for Inter-protocol Credit Exposure in Decentralized Financial Networkscited by 3
- 2022QLAMMP: A Q-Learning Agent for Optimizing Fees on Automated Market Making Protocolscited by 2
- 2023The Design Principle of Blockchain: An Initiative for the SoK of SoKscited by 2
- 2025Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learningcited by 2
- 2025SolRPDS: A Dataset for Analyzing Rug Pulls in Solana Decentralized Financecited by 2
- 2022Predictive Crypto-Asset Automated Market Making Architecture for Decentralized Finance using Deep Reinforcement Learningcited by 1
- 2023Evolution of ESG-focused DLT Research: An NLP Analysis of the Literaturecited by 1
- 2024Investigating Similarities Across Decentralized Financial (DeFi) Servicescited by 1
- 2026Resisting Manipulative Bots in Meme Coin Copy Trading: A Multi-Agent Approach with Chain-of-Thought Reasoningcited by 1
- 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profilingcited by 1
- 2026Intent2Tx: Benchmarking LLMs for Translating Natural Language Intents into Ethereum Transactionscited by 1
9 more
- 2021Detecting DeFi Securities Violations from Token Smart Contract Codecited by 0
- 2022Delta Hedging Liquidity Positions on Automated Market Makerscited by 0
- 2023ZeroSwap: Data-driven Optimal Market Making in DeFicited by 0
- 2023FRAD: Front-Running Attacks Detection on Ethereum using Ternary Classification Modelcited by 0
- 2025Slow is Fast! Dissecting Ethereum's Slow Liquidity Drain Scamscited by 0
- 2025WallStreetFeds: Client-Specific Tokens as Investment Vehicles in Federated Learningcited by 0
- 2026DLT-Corpus: A Large-Scale Text Collection for the Distributed Ledger Technology Domaincited by 0
- 2026ETH-TraceBench: A Large-Scale Event-Stream Benchmark for Ethereum DeFi under Temporal, Protocol, and Contract Shiftcited by 0
- 2026EVAGE: Autonomous MEV Generation and Adaptation via Multi-Agent Harnesscited by 0
- 2026EVAGE: Autonomous MEV Generation and Adaptation via Multi-Agent Harness23 Sep 2026
- 2026ETH-TraceBench: A Large-Scale Event-Stream Benchmark for Ethereum DeFi under Temporal, Protocol, and Contract Shift20 Sep 2026
- 2026Intent2Tx: Benchmarking LLMs for Translating Natural Language Intents into Ethereum Transactions30 Apr 2026
- 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profiling14 Mar 2026
- 2026DLT-Corpus: A Large-Scale Text Collection for the Distributed Ledger Technology Domain25 Feb 2026
- 2026Resisting Manipulative Bots in Meme Coin Copy Trading: A Multi-Agent Approach with Chain-of-Thought Reasoning13 Jan 2026
- 2025DeXposure: A Dataset and Benchmarks for Inter-protocol Credit Exposure in Decentralized Financial Networks27 Nov 2025
- 2025WallStreetFeds: Client-Specific Tokens as Investment Vehicles in Federated Learning25 Jun 2025
- 2025SolRPDS: A Dataset for Analyzing Rug Pulls in Solana Decentralized Finance6 Apr 2025
- 2025Slow is Fast! Dissecting Ethereum's Slow Liquidity Drain Scams6 Mar 2025
- 2025Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning13 Jan 2025
- 2024Investigating Similarities Across Decentralized Financial (DeFi) Services23 Mar 2024
9 more
- 2023FRAD: Front-Running Attacks Detection on Ethereum using Ternary Classification Model24 Nov 2023
- 2023ZeroSwap: Data-driven Optimal Market Making in DeFi13 Oct 2023
- 2023Evolution of ESG-focused DLT Research: An NLP Analysis of the Literature23 Aug 2023
- 2023Auto.gov: Learning-based Governance for Decentralized Finance (DeFi)19 Feb 2023
- 2023The Design Principle of Blockchain: An Initiative for the SoK of SoKs1 Jan 2023
- 2022QLAMMP: A Q-Learning Agent for Optimizing Fees on Automated Market Making Protocols28 Nov 2022
- 2022Predictive Crypto-Asset Automated Market Making Architecture for Decentralized Finance using Deep Reinforcement Learning28 Sep 2022
- 2022Delta Hedging Liquidity Positions on Automated Market Makers4 Aug 2022
- 2021Detecting DeFi Securities Violations from Token Smart Contract Code6 Dec 2021
- 2023Auto.gov: Learning-based Governance for Decentralized Finance (DeFi)cited by 4
- 2025DeXposure: A Dataset and Benchmarks for Inter-protocol Credit Exposure in Decentralized Financial Networkscited by 3
- 2022QLAMMP: A Q-Learning Agent for Optimizing Fees on Automated Market Making Protocolscited by 2
- 2023The Design Principle of Blockchain: An Initiative for the SoK of SoKscited by 2
- 2025Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learningcited by 2
- 2025SolRPDS: A Dataset for Analyzing Rug Pulls in Solana Decentralized Financecited by 2
- 2022Predictive Crypto-Asset Automated Market Making Architecture for Decentralized Finance using Deep Reinforcement Learningcited by 1
- 2023Evolution of ESG-focused DLT Research: An NLP Analysis of the Literaturecited by 1
- 2024Investigating Similarities Across Decentralized Financial (DeFi) Servicescited by 1
- 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profilingcited by 1
- 2026Intent2Tx: Benchmarking LLMs for Translating Natural Language Intents into Ethereum Transactionscited by 1
- 2021Detecting DeFi Securities Violations from Token Smart Contract Codecited by 0
12 most cited of 19 All 19 (JSON)
- 2026ETH-TraceBench: A Large-Scale Event-Stream Benchmark for Ethereum DeFi under Temporal, Protocol, and Contract Shift20 Sep 2026
- 2026Intent2Tx: Benchmarking LLMs for Translating Natural Language Intents into Ethereum Transactions30 Apr 2026
- 2026Early Rug Pull Warning for BSC Meme Tokens via Multi-Granularity Wash-Trading Pattern Profiling14 Mar 2026
- 2026DLT-Corpus: A Large-Scale Text Collection for the Distributed Ledger Technology Domain25 Feb 2026
- 2025DeXposure: A Dataset and Benchmarks for Inter-protocol Credit Exposure in Decentralized Financial Networks27 Nov 2025
- 2025WallStreetFeds: Client-Specific Tokens as Investment Vehicles in Federated Learning25 Jun 2025
- 2025SolRPDS: A Dataset for Analyzing Rug Pulls in Solana Decentralized Finance6 Apr 2025
- 2025Slow is Fast! Dissecting Ethereum's Slow Liquidity Drain Scams6 Mar 2025
- 2025Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning13 Jan 2025
- 2024Investigating Similarities Across Decentralized Financial (DeFi) Services23 Mar 2024
- 2023FRAD: Front-Running Attacks Detection on Ethereum using Ternary Classification Model24 Nov 2023
- 2023ZeroSwap: Data-driven Optimal Market Making in DeFi13 Oct 2023
12 newest of 19 All 19 (JSON)