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Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols paper by Huaiyu Jia
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Paper

Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols

by Huaiyu Jia arxiv/2604.20374
Free2AITools Nexus Index
38.2
S: Semantic 50

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A: Authority 0
P: Popularity 0
R: Recency 73
Q: Quality 60
Tech Context
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Automated Market Makers (AMMs), as a core infrastructure of decentralized finance (DeFi), uniquely drive on-chain asset pricing through a deterministic reserve ratio mechanism. Unlike traditional markets, AMM price dynamics is triggered largely by on-chain events (e.g., swap) that change the reserve ratio, rather than by continuous responses to off-chain information. This makes event-level analysis crucial for understanding price formation mechanisms in AMMs. However, existing research genera...

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Registry ID 2604.20374
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BibTeX 
@misc{arxiv_2604_20374,
  author = {Huaiyu Jia},
  title = {Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols Paper},
  year = {2026},
  howpublished = {\url{https://arxiv.org/abs/2604.20374}},
  note = {Accessed via Free2AITools.}
}
APA Style
Huaiyu Jia. (2026). Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols [Paper]. Free2AITools. https://arxiv.org/abs/2604.20374

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Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 0
Popularity (P) 0
Recency (R) 73
Quality (Q) 60

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FNI V2.0 for Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols: Authority (A:0), Popularity (P:0), Recency (R:73), Quality (Q:60). Semantic (S) is a query-time baseline scored live at search.

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πŸ“ Executive Summary

"Automated Market Makers (AMMs), as a core infrastructure of decentralized finance (DeFi), uniquely drive on-chain asset pricing through a deterministic reserve ratio mechanism. Unlike traditional markets, AMM price dynamics is triggered largely by on-chain events (e.g., swap) that change the reserve ratio, rather than by continuous responses to off-chain information. This makes event-level analysis crucial for understanding price formation mechanisms in AMMs. However, existing research genera..."

❝ Cite Node 

@article{Jia2026Towards,
  title={Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols},
  author={Huaiyu Jia},
  journal={arXiv preprint arXiv:2604.20374},
  year={2026}
}

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Huaiyu Jia

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πŸ“…1970Published
⏱️73RecencyFNI pillar
βœ…60QualityFNI pillar
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id
2604.20374
slug
2604.20374
source
arxiv
author
Huaiyu Jia
license
arXiv
tags
arxiv:cs.LG

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