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Paper Citation Record · LEDGER

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals

As of 11 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 1 inbound Pith citation observation for arXiv:2507.20494.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.20494 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:37:21.286617Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T00:12:28.837592Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

  • verified exact2
  • verified fuzzy17
  • unresolved2
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05b15e56-26f3-432a-8612-b47959849ba0 · outbound

This paper cites Decentralized exchange.American Economic Review, 107(11):3320– 3362, 2017.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Decentralized exchange.American Economic Review, 107(11):3320– 3362, 2017

Reference 1

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raw_fallback, observed 2026-08-06T13:37:25.034028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:19.545233Z digest=sha256:0e2459759104896a99fc9b41a08759167fa31169af9b40f38415a092ea8b8372

Observation 8200c82c-d9df-4fd8-9106-77fbe5295590 · outbound

This paper cites Uniswap and the emergence of the decentralized exchange.Journal of financial market infrastructures, 10(2):1–25, 2021.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Uniswap and the emergence of the decentralized exchange.Journal of financial market infrastructures, 10(2):1–25, 2021

Reference 2

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raw_fallback, observed 2026-08-06T13:37:24.758551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:19.620390Z digest=sha256:ab1cf7cca48f221fa63859d6496563853597aa03eb0a4a6f87c1172fcfe34e57

Observation 9a1ded23-4a06-4a95-930f-3fbbd0e0bf5b · outbound

This paper cites Evaluating crypto exchanges in the absence of governmental frameworks-a multiple criteria scoring model.Available at SSRN 3432798, 2019.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Evaluating crypto exchanges in the absence of governmental frameworks-a multiple criteria scoring model.Available at SSRN 3432798, 2019

Reference 3

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raw_fallback, observed 2026-08-06T13:37:24.478504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:19.704078Z digest=sha256:0338a57fdd1b51f3af86f660c24a64f819aa5480d4bd0f94ba4d8b7b38a50ea2

Observation bbbf87d8-9cd2-4fab-a4ed-5bbbb3032bfe · outbound

This paper cites Crypto exchanges and credit risk: Modeling and forecasting the probability of closure.Journal of Risk and Financial Management, 14(11):516, 2021.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Crypto exchanges and credit risk: Modeling and forecasting the probability of closure.Journal of Risk and Financial Management, 14(11):516, 2021

Reference 4

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raw_fallback, observed 2026-08-06T13:37:24.215192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:19.781612Z digest=sha256:4c591b51c203081a960699f1d096b728f1e35f1bdcb6a4f1e06b725ee210ab5c

Observation 5bc58f01-a410-49b4-b5a1-5e3a875a42f5 · outbound

This paper cites UNISWAP: Impermanent Loss and Risk Profile of a Liquidity Provider.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals UNISWAP: Impermanent Loss and Risk Profile of a Liquidity Provider

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T13:37:19.836898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:37:19.836898Z digest=sha256:4963f7db15e989a2b65ec4263f327af2e2c12d9d69d6e05e6c1e8d43a9a75932

Observation a2fd9853-5e00-49e1-9769-bbcd8a23809b · outbound

This paper cites Riskprop: Account risk rating on ethereum via de-anonymous score and network propagation.IEEE Transactions on Dependable and Secure Computing, 2024.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Riskprop: Account risk rating on ethereum via de-anonymous score and network propagation.IEEE Transactions on Dependable and Secure Computing, 2024

Reference 6

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raw_fallback, observed 2026-08-06T13:37:24.004497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:19.921005Z digest=sha256:d5a5caa0ac9bdec9a3e1d955a0647ccffbb75610164c3f2f7df32f1253b60a47

Observation 17515a23-eefc-42f9-8c63-33c35988821d · outbound

This paper cites A reputation scoring framework for lending protocols using the pagerank algorithm.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals A reputation scoring framework for lending protocols using the pagerank algorithm

Reference 7

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raw_fallback, observed 2026-08-06T13:37:23.851605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.012080Z digest=sha256:deca0930a2915964cf89975fa52a8ffdb3bf057b5fa23caf7daa66a894c8ff7b

Observation 27e2fb06-5c38-4f33-9575-052b8a6f85d4 · outbound

This paper cites Decentralized credit scoring: Black box 3.0.American Business Law Journal, 61(2):91–111, 2024.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Decentralized credit scoring: Black box 3.0.American Business Law Journal, 61(2):91–111, 2024

Reference 8

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raw_fallback, observed 2026-08-06T13:37:23.662763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.102004Z digest=sha256:4e848b1f358e85f62830cea138f3847a2315bcfe1230c22ae8d783cbb84e0053

Observation 93c2de89-f5ea-4a78-94b7-9ddf09327177 · outbound

This paper cites PhD thesis, San José State University, 2024.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals PhD thesis, San José State University, 2024

Reference 9

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raw_fallback, observed 2026-08-06T13:37:23.473641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.194303Z digest=sha256:f388ce82d308aa64287eda02a0b981c623886b07a4e11482d9bd631b05852d4c

Observation 81395ef5-66d4-42ab-ab90-1b09da239f3e · outbound

This paper cites Risk forecasting comparisons in decentralized finance: An approach in constant product market makers.Computational Economics, 65(1):395–428, 2025.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Risk forecasting comparisons in decentralized finance: An approach in constant product market makers.Computational Economics, 65(1):395–428, 2025

Reference 10

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raw_fallback, observed 2026-08-06T13:37:23.274795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.291283Z digest=sha256:e7246a5dd5a923f5f5ea2bc067b56329942b85e503ff17397743311c5dd8a19b

Observation 9f134fa8-cc99-4059-b2b9-720031966b8c · outbound

This paper cites Risks and returns of uniswap v3 liquidity providers.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Risks and returns of uniswap v3 liquidity providers

Reference 11

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no resolver link, observed 2026-08-06T13:37:20.356824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:37:20.356824Z digest=sha256:54eb71161d2da69f9c7eb4400e1ac051c2ebc5dc352c38773501add2da771f7d

Observation 4fa01236-154c-4985-942b-cf53fb929276 · outbound

This paper cites Defi protocol risks: The paradox of defi.Regtech, suptech and beyond: innovation and technology in financial services” riskbooks–forthcoming Q, 3, 2021.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Defi protocol risks: The paradox of defi.Regtech, suptech and beyond: innovation and technology in financial services” riskbooks–forthcoming Q, 3, 2021

Reference 12

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raw_fallback, observed 2026-08-06T13:37:23.085244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.442343Z digest=sha256:ae7f2a22054b57bdc8fe596906fb49d6f2f8c42a2d7781e6afb502e95f0b558e

Observation 15962e04-78fe-4e98-8b55-9a8e7644b29e · outbound

This paper cites Defi risks and the decentralisation illusion.BIS Quarterly Review, 21, 2021.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Defi risks and the decentralisation illusion.BIS Quarterly Review, 21, 2021

Reference 13

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raw_fallback, observed 2026-08-06T13:37:22.889204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.539838Z digest=sha256:cc9e72162c7530cb381123bc05dadff3555a85bf2fc0ff8b2134d627d996265a

Observation e95d76a2-678c-42c6-825e-77e5755ba1d0 · outbound

This paper cites Transparency, auditability, and explainability of machine learning models in credit scoring.Journal of the Operational Research Society, 73(1):70–90, 2022.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Transparency, auditability, and explainability of machine learning models in credit scoring.Journal of the Operational Research Society, 73(1):70–90, 2022

Reference 14

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raw_fallback, observed 2026-08-06T13:37:22.697113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.634409Z digest=sha256:b5930ecd2f0c3c39608352987b16d0e26a84e9120774024435c6a3aa270a6b47

Observation 4e840c39-7af8-4652-9833-64a08723206a · outbound

This paper cites Machine Learning approach for Credit Scoring.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Machine Learning approach for Credit Scoring

Reference 15

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local_arxiv, observed 2026-08-06T13:37:21.663323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.727602Z digest=sha256:ead19d443da21f5602fbf2b6d843e2579b7597ab8c861c11e1172137df6a3b09

Observation 7d504645-049a-47cb-9d42-e25139714a91 · outbound

This paper cites zScore: A Universal Decentralised Reputation System for the Blockchain Economy.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals zScore: A Universal Decentralised Reputation System for the Blockchain Economy

Reference 16

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local_arxiv, observed 2026-08-06T13:37:21.486952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.791357Z digest=sha256:ea590eec89565ed6b03b116b1374f378b736df60ce992b02ba2d5fc127ea471f

Observation 713f8d0f-14d1-49b3-9653-62185f4aa674 · outbound

This paper cites Wire: Web3 integrated reputation engine.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Wire: Web3 integrated reputation engine

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:20.917978Z digest=sha256:0080c505f3c63b71a0d3e59ba09719bc77aba58a73d69bb206128d6acd248174

Observation af129e1a-0779-470b-bd46-df33ac138e2b · outbound

This paper cites wild west.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals wild west

Reference 18

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raw_fallback, observed 2026-08-06T13:37:22.330031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:21.008563Z digest=sha256:8f9765267ac15c5e7f6704713c20e8e4575a0b1b2ddad400c8070aff8ee4dc31

Observation 9e7c83cb-0ecd-47ab-9cb9-0d05c7dd947e · outbound

This paper cites Centralized exchanges vs.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Centralized exchanges vs

Reference 19

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raw_fallback, observed 2026-08-06T13:37:22.173080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:21.096681Z digest=sha256:653d600bd74aacf8fe2c0ca99c096f3d656bf34c182686926616b9698ebbf3ac

Observation bc7d5446-342a-421a-bad1-d1974730390d · outbound

This paper cites Statistical and machine learning models in credit scoring: A systematic literature survey.Applied Soft Computing, 91:106263, 2020.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Statistical and machine learning models in credit scoring: A systematic literature survey.Applied Soft Computing, 91:106263, 2020

Reference 20

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raw_fallback, observed 2026-08-06T13:37:21.974793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:21.200028Z digest=sha256:1ab5273dea0bc97d9a580c46571c9f347aa8ed5850b1e439c6d83c6c2f226483

Observation 391c3d16-38d2-49e5-9a29-5cef71a38226 · outbound

This paper cites Machine learning for credit scoring: Improving logistic regression with non-linear decision-tree effects.European Journal of Operational Research, 297(3):1178–1192, 2022.

Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals Machine learning for credit scoring: Improving logistic regression with non-linear decision-tree effects.European Journal of Operational Research, 297(3):1178–1192, 2022

Reference 21

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raw_fallback, observed 2026-08-06T13:37:21.788602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T13:37:21.286617Z digest=sha256:0d05613f9d20fc525e6077ba20446578b19ec5003d5bf85af4a7641f0a3ccb9d

Pith citing papers

Observation 1b39be54-bd7b-4637-bc21-05e0754233a2 · inbound

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection cites this paper.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals

Reference 7

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no resolver link, observed 2026-08-01T00:12:28.837592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T00:12:28.837592Z digest=sha256:1b853edd2ba128155f3d0e40ce998af8b3724b882ace0af94f2b152ec953cb22