Pith. sign in

Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:19.545233Z digest=sha256:88e7f5ca1c2b49e00718d3d3e381d0d7aca257d177522ac155a006335c81992c

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:19.620390Z digest=sha256:f804e0a0979e408967adc9f69ecccaf391a577eff057239fd5187e7a979b366f

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:19.704078Z digest=sha256:90eabe1245b4499c626b4928e87751227c2077da4101f7b01c8ddd11c17167b3

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:19.781612Z digest=sha256:b3d57cd04ec854b4a9d35db5e67bdf97558600994b705412e9bf78b2729a5adc

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=sha256:1af2e2dea708aee1a4ec7bd4e15c7a446bad39c168171514a682249f494b579e

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:19.921005Z digest=sha256:6b9fa27bff2ff35089c39e5cb18173aa79c0941249f475559b953a9c7349f55b

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.012080Z digest=sha256:b7c56ff0b24f8d4a0bb252bc229db0e72f3989c2bad69ccc3ab94bd38167c54b

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.102004Z digest=sha256:3322148a0c211ed866b208281ef46309724df1060e5b56e944fb3bc00f388f66

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.194303Z digest=sha256:a8236fd16923ec3d07edd50e7fdc43c16b2df4e5e437c12ea02068c140f8c7c2

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.291283Z digest=sha256:c7610322def6ece6765f1adf3efdae7e4e13b66cf68c6ff054adf2a2f2f46af5

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

Resolution
unresolved
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:a647d0a2bd8bf5071bd9478ed769b5cc3de62414c17c452e6c52749a273680b0

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.442343Z digest=sha256:b0d52aac3c9ef2bbfd4981f50d935406cb04d84ee6e67e406d1754ad56f5efb0

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.539838Z digest=sha256:df687f6404980532601787511138eed8029ce2b8254818667d18c7ceae1748ed

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.634409Z digest=sha256:ff5a241c8879b0862adb86b9cbcdc4d4a754778ec45de182cafb4feb71e0e2e1

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

Resolution
verified exact
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.727602Z digest=sha256:06acbcc62565302f9aac31824b64ebb4c5425abba15a991b312e02d997d10eb6

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

Resolution
verified exact
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.791357Z digest=sha256:b2c2ab8d293eca1b57c23dc48aaa17d105a12a20122d7e6820eb4135515f92d8

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:37:22.495709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:20.917978Z digest=sha256:3965cbe6077eeb831ce4753eac1100ad674fa4367fd8ece5647f68aa56ea7e9d

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:21.008563Z digest=sha256:2fdd9c993319dd5da32ef9c77a3614091b705bb71a69fa0912724b40c17c3ff4

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:21.096681Z digest=sha256:d8192763270b427aae3bc70946c3f9fc269fb7c3bb0804cfdd35e3b81f88ebf6

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:21.200028Z digest=sha256:d3eb532d7109275e155c8ae498c58018ed96a5c95ee92e6acc28e522a57202a6

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T13:37:21.286617Z digest=sha256:756165a6bcfc8761c9166de2431ad698a03638ccf359c8f30ec05a0c8a178736

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

Resolution
unresolved
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=sha256:5817478b77798d6822ae200a24ef047216a24247f51384cc9932ce0bafbedc1b