Paper Citation Record · LEDGER

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains

As of 11 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2501.12112.

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

pith.paper-citation-record.v1
2501.12112 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:34:10.664866Z

measured 19 of 19 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 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

19 of 19 outbound references displayed

verified exact0
verified fuzzy17
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a8ed44fd-edac-4901-8929-205be08cdf70 · outbound

This paper cites Detecting financial bots on the ethereum blockchain.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Detecting financial bots on the ethereum blockchain

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.989204Z

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.

Observation 3b6aa85e-6eee-4cc7-9f45-7354d93658f2 · outbound

This paper cites Miners as inter- mediaries: extractable value and market manipulation in crypto and defi.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Miners as inter- mediaries: extractable value and market manipulation in crypto and defi

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.973702Z

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.

Observation 811ce71d-d8e9-4b70-bc18-fc5a631d4a72 · outbound

This paper cites Ready, aim, snipe! analysis of sniper bots and their impact on the defi ecosystem.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Ready, aim, snipe! analysis of sniper bots and their impact on the defi ecosystem

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.958931Z

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.

Observation d4a40a18-7794-4141-8851-9ac738af2189 · outbound

This paper cites Defining user spectra to classify ethereum users based on their behavior.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Defining user spectra to classify ethereum users based on their behavior

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.944061Z

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.

Observation fb0ed939-09be-4418-b575-74bdf6eff05f · outbound

This paper cites Semi-supervised learning literature survey.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Semi-supervised learning literature survey

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.929402Z

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.

Observation 14416134-bd59-47b3-8dcc-1bcb4d7766de · outbound

This paper cites Token Spammers, Rug Pulls, and Sniper Bots: An Analysis of the Ecosystem of Tokens in Ethereum and in the Binance Smart Chain (BNB).

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Token Spammers, Rug Pulls, and Sniper Bots: An Analysis of the Ecosystem of Tokens in Ethereum and in the Binance Smart Chain (BNB)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.914518Z

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.

Observation b55b0833-0846-46ab-8513-6616cf4ef599 · outbound

This paper cites The technology of decentralized finance (defi).

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains The technology of decentralized finance (defi)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.898698Z

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.

Observation 1e03d839-dbf4-4f10-9ec6-0b4e4e09ab11 · outbound

This paper cites A model for detecting cryptocurrency transactions with discernible purpose.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains A model for detecting cryptocurrency transactions with discernible purpose

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.883017Z

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.

Observation dee60068-8d33-468a-9066-b4475d13bb13 · outbound

This paper cites Federated learning for zero-day attack detection in 5g and beyond v2x networks.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Federated learning for zero-day attack detection in 5g and beyond v2x networks

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.866900Z

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.

Observation d10852b5-59dc-45e7-b95c-7f0e40fd9a9b · outbound

This paper cites Zero-x: A blockchain-enabled open-set federated learning frame- work for zero-day attack detection in iov.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Zero-x: A blockchain-enabled open-set federated learning frame- work for zero-day attack detection in iov

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.850781Z

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.

Observation 26d38ce6-93ad-4c83-9ff4-b1f6208d4a6e · outbound

This paper cites Rajasekaran.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Rajasekaran

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.834730Z

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.

Observation 7a5bf790-d6a1-4524-9e0e-f39146cafca0 · outbound

This paper cites Federated intrusion detection in smart iot networks.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Federated intrusion detection in smart iot networks

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.818085Z

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.

Observation 8440f57c-8085-44bc-8827-5bebf0fb9066 · outbound

This paper cites Decentralized federated learning: A survey and perspective.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Decentralized federated learning: A survey and perspective

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.801985Z

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.

Observation 8a6ec461-cdd7-4d3c-a029-d54f36703b6d · outbound

This paper cites Blockchain-based federated learning for secure and scalable learning.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Blockchain-based federated learning for secure and scalable learning

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.786119Z

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.

Observation 6b9c03c1-e1cf-4b89-af78-663afc22a72a · outbound

This paper cites Blockchain-empowered federated learning: Challenges, solutions, and fu- ture directions.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Blockchain-empowered federated learning: Challenges, solutions, and fu- ture directions

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.768589Z

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.

Observation ecc033b4-c37d-4659-8261-51d6b802d1b1 · outbound

This paper cites Blockchain-based federated learning framework for decentralized applications.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Blockchain-based federated learning framework for decentralized applications

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.751931Z

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.

Observation 8a778773-7df0-478d-96fb-1187036490c0 · outbound

This paper cites HotStuff: BFT Consensus in the Lens of Blockchain.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains HotStuff: BFT Consensus in the Lens of Blockchain

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:10.654657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7af26053-1805-4c09-85cc-41432ab88822 · outbound

This paper cites Smote: Synthetic minority over-sampling technique.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains Smote: Synthetic minority over-sampling technique

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:10.660032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea7f950a-ff23-4287-9e7d-8aee8f30e320 · outbound

This paper cites RollupTheCrowd: Leveraging ZkRollups for a Scalable and Privacy-Preserving Reputation-Based Crowd- sourcing Platform.

BotDetect: A Decentralized Federated Learning Framework for Detecting Financial Bots on the EVM Blockchains RollupTheCrowd: Leveraging ZkRollups for a Scalable and Privacy-Preserving Reputation-Based Crowd- sourcing Platform

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:10.724612Z

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.

Pith citing papers

No inbound Pith citation observations are available.