Paper Citation Record · LEDGER

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

As of 19 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2607.27859.

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

pith.paper-citation-record.v1
2607.27859 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T00:12:30.738069Z

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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3ec8e203-208c-4f76-9eec-0d610c84189f · outbound

This paper cites Malamud and M.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Malamud and M

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:28.135513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f83577b-1dbc-4a07-9881-2740d933dc04 · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:28.209018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2302153-520a-4b92-97c8-57a96e8a3e5a · outbound

This paper cites wild west.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection wild west

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:28.297545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 606542a7-ea20-4233-8b62-f858013681b6 · outbound

This paper cites Heimbach, E.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Heimbach, E

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:28.439952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81df3bc7-42c6-40b0-a6e0-a2e45d1d9076 · outbound

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

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection UNISWAP: Impermanent Loss and Risk Profile of a Liquidity Provider

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:28.563717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d4d0fc6-1732-4f4f-8339-f5dec951f0bc · outbound

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

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection zScore: A Universal Decentralised Reputation System for the Blockchain Economy

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:28.692555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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.

Observation 557079de-d880-4915-a7e6-5d31b48373ec · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:28.957480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3d8aabe-32bf-4cea-8f7a-3dce60cdc473 · outbound

This paper cites Nguyen, T.-D.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Nguyen, T.-D

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:29.095940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5c73ae3-e39b-4e8d-b251-53e6e4bfdee8 · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:29.243717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aa52f2e-958e-4f06-8c5a-8907a32ff6b1 · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:29.353344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5556aeca-4d27-4ccd-bc4c-ae3662b7a306 · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:29.422948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d39dbcd-c6ff-4cc4-8529-25d973fe4a24 · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:29.520041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 378e9727-669f-4135-b9c1-4e7b398331e4 · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:29.684928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb2fe35-8132-4d94-8e95-ca145c03cfb9 · outbound

This paper cites Buterin, Z.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Buterin, Z

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:29.854926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1562c0c8-425a-469f-8d56-11dbce79843b · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:30.001351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e62ea24b-c94b-49fe-af3f-3ffdd091511c · outbound

This paper cites an unresolved cited work.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:30.086196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03babc0b-ecd7-4617-b4c5-8b05cc9b1e62 · outbound

This paper cites Sakurada and T.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Sakurada and T

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:30.199496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aef28a2-03f7-4782-9f61-51ad0b45c23e · outbound

This paper cites Zhou and R.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Zhou and R

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:30.371167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91bafe90-ddf3-4717-a98a-1799fc882ffd · outbound

This paper cites Deep Learning for Anomaly Detection: A Survey.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Deep Learning for Anomaly Detection: A Survey

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:30.481395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bfa10be-f0f0-48ee-929c-710b04f67f0d · outbound

This paper cites Dastile, T.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Dastile, T

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:30.612094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 899be779-1e4a-472f-82f4-23e94a7a3257 · outbound

This paper cites Bücker, G.

ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection Bücker, G

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T00:12:30.738069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.