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Paper Citation Record · LEDGER

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs)

As of 8 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2505.24724.

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

pith.paper-citation-record.v1
2505.24724 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:20:11.952667Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T16:00:39.657115Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T09:26:03.358391Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact2
  • verified fuzzy46
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 91ae54f5-0664-4848-b225-2ed11e7a30d6 · outbound

This paper cites Bitcoin: A peer-to-peer electronic cash system.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Bitcoin: A peer-to-peer electronic cash system

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:20.697958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:07.054585Z digest=sha256:0ba970cef8af7d882d166d0f17331513ef308d9d4fa505196017249d61307911

Observation dd540c36-6996-4396-87f2-b8869bdcf0c2 · outbound

This paper cites Ethereum: A secure decentralised generalised transaction ledger.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Ethereum: A secure decentralised generalised transaction ledger

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:20.418703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:07.199010Z digest=sha256:4187a774133a63bc9de6103b957aa62effcc8d0be693a276e0e8419d7bd4b2dc

Observation 1a3a440d-4ba9-458f-959e-814fc35b5dcd · outbound

This paper cites Mastering ethereum: building smart contracts and dapps.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Mastering ethereum: building smart contracts and dapps

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:20.196717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:07.407111Z digest=sha256:7b9ba6db020f8ec87ddcb78081a4243c2c7fb465bb9eb61aecff5a877e7bfc88

Observation 2ffb39b7-6d4a-40c1-81fa-9f63423126a3 · outbound

This paper cites Etherscan information center: Understanding transaction input data.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Etherscan information center: Understanding transaction input data

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:20.026757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:07.605059Z digest=sha256:d6bc9edd233e6d8d3809aea63d53049d04bb2f9cf6ede4b0b0fa4b59c2d5428f

Observation bbd3aba8-7670-496e-be85-694e3f99602e · outbound

This paper cites The Bybit hack: Following North Korea’s largest exploit.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) The Bybit hack: Following North Korea’s largest exploit

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:19.767596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:07.818335Z digest=sha256:e83a13373350a0999de697ab820df4c60a533591cd62e39cbbe9a56a16673179

Observation cefb4226-d9fe-4b01-be28-608d9654f017 · outbound

This paper cites Automatic language identification in texts: A survey.Journal of Artificial Intelligence Research, 65:675–782, 2019.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Automatic language identification in texts: A survey.Journal of Artificial Intelligence Research, 65:675–782, 2019

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:19.511016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:07.992948Z digest=sha256:6cf30fa99d0451cb1dcc45246b47d833363c514905029e8dcc50598118a496c1

Observation d54be923-3335-47f5-9062-a480eb1129e8 · outbound

This paper cites SoK: Decentralized finance (DeFi).

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) SoK: Decentralized finance (DeFi)

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:19.240888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:08.197899Z digest=sha256:d8104ec5823375a5ab8c2cf01f340880c9105c466d097695419efae4b4617b59

Observation 624ed34b-710c-4e6d-9eb4-566a6a1598bb · outbound

This paper cites Decentralized Finance (DeFi): A Survey.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Decentralized Finance (DeFi): A Survey

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:20:12.345307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:08.398559Z digest=sha256:cfce24c85de3265581c9890b1fcfb731a2ff06dde30b527a250cd489560e5feb

Observation 87beba53-3e9d-4f46-8c8e-3c50cf3e1764 · outbound

This paper cites Me too,# metoo: Countering cruelty with empathy.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Me too,# metoo: Countering cruelty with empathy

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:19.060732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:08.542774Z digest=sha256:a98026741f74b635c734d08ff6c7d36e815b4300e6ea9de057a9a9f769ecfa98

Observation d24a2ff5-2734-4afc-a9b7-1302266efd0f · outbound

This paper cites Ethereum.org: The history of ethereum.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Ethereum.org: The history of ethereum

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:18.758014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:08.701945Z digest=sha256:ae71b2ade7e5a273b57222179c5ff23708acfc9118f628672282c8b395fc78e8

Observation ad04c1c7-bf2f-40a5-a842-643b6de40baf · outbound

This paper cites EIP-2028: Transaction data gas cost reduction (settled).

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) EIP-2028: Transaction data gas cost reduction (settled)

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:18.508392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:08.894269Z digest=sha256:e7750bf1f9d933f64af7fad7618ed572ca91924a2417adc346696e0bf1c320ed

Observation 451ca110-e02a-40c8-a2f2-827e628afed8 · outbound

This paper cites Fast unfolding of communities in large networks.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Fast unfolding of communities in large networks

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:18.315327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:08.961524Z digest=sha256:ced6f8030ad3ee4d01c04e0a839020669494ce87bf7dc98d03fd0becfed33641

Observation ba075814-f949-4dfe-b6fc-dd0abe4ceeb3 · outbound

This paper cites Sok: Decentralized finance (DeFi) attacks.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Sok: Decentralized finance (DeFi) attacks

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:18.101535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.019809Z digest=sha256:9df5a4f9c2f1078b12250582076fb54516cdde6a2905a86ef3fa7b394238d7bd

Observation e5d39596-8c93-4fa0-acbb-3bab43952484 · outbound

This paper cites On how zero-knowledge proof blockchain mixers improve, and worsen user privacy.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) On how zero-knowledge proof blockchain mixers improve, and worsen user privacy

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:17.945339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.125586Z digest=sha256:60c98e6de4b3f3d3f9dbfbf2dc343be73a586388aebd7ec9ebfdd4ac49420dfc

Observation 9c62cb42-64c3-4bea-9983-4df403f31608 · outbound

This paper cites Algorithmic content moderation: Technical and political challenges in the automation of platform governance.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Algorithmic content moderation: Technical and political challenges in the automation of platform governance

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:17.754302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.232831Z digest=sha256:a72091a7c9f7c3bf378a645eaae2f7707bef02d8d04bab1feeda2748f8e68b1f

Observation 329a474b-b853-4169-9afe-fe8f9b63dc18 · outbound

This paper cites Under- standing and improving content moderation in web3 platforms.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Under- standing and improving content moderation in web3 platforms

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:17.522332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.313587Z digest=sha256:6d14d099459344c4504f398919ab71d430b82183a678a5386d5ff9522672d39b

Observation d55661d3-812d-4902-b7c8-8bebf693d8f1 · outbound

This paper cites Covert communication via blockchain: Hiding patterns and communication patterns.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Covert communication via blockchain: Hiding patterns and communication patterns

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:17.396216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.371766Z digest=sha256:907c89308e55c147f2584e05e6510362411aa38100bd8159988f7d97c45ccd1d

Observation ce4ae07c-f0aa-4e97-90d7-35978fcfbb1e · outbound

This paper cites Covert channels in blockchain and blockchain based covert communication: Overview, state-of- the-art, and future directions.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Covert channels in blockchain and blockchain based covert communication: Overview, state-of- the-art, and future directions

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:17.235716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.452009Z digest=sha256:c703a69eb5e22956e5501fbbd04fe06335fbd54b94e8139f03483f8af042c57b

Observation 22b4e8de-a91a-474c-afd3-ba3550c9c38c · outbound

This paper cites Whispers on Ethereum: Blockchain-based covert data embedding schemes.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Whispers on Ethereum: Blockchain-based covert data embedding schemes

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:17.090214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.524146Z digest=sha256:3f85ca68beeb865e4bf72fd6882dc8597dcf2306a62986703b6e0c7ceb396a50

Observation 61b648fa-4e21-4cdc-b31f-0629463e9e06 · outbound

This paper cites Blockchain meets covert communication: A survey.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Blockchain meets covert communication: A survey

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:16.940145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.581527Z digest=sha256:a3aa94940b44d99cc9fc4d84e9acdce63927ae1ee4c576a6e80d012d8554624d

Observation dedb9dd0-824d-4c21-8c6c-a6495fb7dd21 · outbound

This paper cites A novel covert timing channel based on bitcoin messages.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) A novel covert timing channel based on bitcoin messages

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:16.758444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.627434Z digest=sha256:9c6de1970bfe2e724b772f6fef8f91380e76ebf2dc7b58a4916048af84f5fe5d

Observation 1cb8327b-3213-4d3d-8cdf-993e8ac46853 · outbound

This paper cites Bitcoin inscriptions: Foundations and beyond.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Bitcoin inscriptions: Foundations and beyond

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:16.631290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.631269Z digest=sha256:9ebfe3961a3d45dc8ff06fd658baf8164ab49450514c0cf05375c8d94754bc87

Observation 8a9e7926-28c0-4a7c-9579-30cd51fe44d2 · outbound

This paper cites The writing is on the wall: Analyzing the boom of inscriptions and its impact on EVM-compatible blockchains.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) The writing is on the wall: Analyzing the boom of inscriptions and its impact on EVM-compatible blockchains

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:16.512901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.661958Z digest=sha256:ba2b178a452535c04a13b6f2ed9b706a58d3cb545ba63ee5752a0b60b851616d

Observation 210be897-aca0-42a8-b11c-efd45f62de5b · outbound

This paper cites When ChatGPT meets smart contract vulnerability detection: How far are we? ACM Transactions on Software Engineering and Methodology (TOSEM) , 2023.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) When ChatGPT meets smart contract vulnerability detection: How far are we? ACM Transactions on Software Engineering and Methodology (TOSEM) , 2023

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:16.379969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.760093Z digest=sha256:d56c8471d4a8cb7ac3fb564a91b00e059b1c036f594cfaf9f5b17eee55d666ad

Observation 2121ca0d-afd3-4499-a52e-8eaaa28ae64b · outbound

This paper cites Smartinv: Multimodal learning for smart contract invariant inference.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Smartinv: Multimodal learning for smart contract invariant inference

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:16.211583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.846819Z digest=sha256:8b6a37a01ef987c30c519a9353bad733b2fa681001d8c2d05152304555755cf0

Observation 104fab68-b0ba-4cdf-adf1-0fed626b594b · outbound

This paper cites Ad- versarial generation method for smart contract fuzz testing seeds guided by chain-based llm.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Ad- versarial generation method for smart contract fuzz testing seeds guided by chain-based llm

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:16.094575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:09.939893Z digest=sha256:ca3c1f13a9b2407b2a70235df0d0f6822e8798733010fe78bb3ed37ef66a094f

Observation 5544f53d-a566-40af-91b3-9ae5bfa3db97 · outbound

This paper cites Detect llama-finding vulnerabilities in smart contracts using large language models.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Detect llama-finding vulnerabilities in smart contracts using large language models

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:15.947857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.009636Z digest=sha256:93abad61d37b1f7f6911def7029470c86d8f4e5a5a3d8335e0b907a90b89cb7b

Observation 761510e5-f933-4e39-82ae-4267597290be · outbound

This paper cites Gptscan: Detecting logic vulnerabilities in smart contracts by combining GPT with program analysis.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Gptscan: Detecting logic vulnerabilities in smart contracts by combining GPT with program analysis

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:15.827088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.078804Z digest=sha256:b6d5c620213d7fa7bff196635de06fc6e5b972a9b5f974c5bcbc22984c3815b2

Observation 0beb1677-3d72-429f-a39d-376e424b95c2 · outbound

This paper cites Combining fine-tuning and LLM-based agents for intuitive smart contract auditing with justifications.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Combining fine-tuning and LLM-based agents for intuitive smart contract auditing with justifications

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:15.697838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.154839Z digest=sha256:4ead97db34b5d506afcaf57c3a871c7ece555bab137bbb4350067ad9b347cf85

Observation e395f705-5cf7-40b7-a5a2-29901d869b41 · outbound

This paper cites Adapting large language models for smart contract defects detection in the open network blockchain.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Adapting large language models for smart contract defects detection in the open network blockchain

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:15.570926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.247708Z digest=sha256:b21d8eb914c69697f3ba00fd8ea98087148b9bcf3409f8830e6f5dd5f4ace23a

Observation 3abafbb5-ece1-47ed-a3c4-41c87d0de4e5 · outbound

This paper cites Logic meets magic: LLMs cracking smart contract vulnerabilities.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Logic meets magic: LLMs cracking smart contract vulnerabilities

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:15.436062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.314482Z digest=sha256:5ee778b356767498eb6fa80b91e3770a8524d1eec0c74812e7d9d102eae634ef

Observation 9bb2aa2e-8b42-4d07-b74b-a30634c1571e · outbound

This paper cites SCALM: Detecting bad practices in smart contracts through LLMs.The Association for the Advancement of Artificial Intelligence (AAAI), 2025.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) SCALM: Detecting bad practices in smart contracts through LLMs.The Association for the Advancement of Artificial Intelligence (AAAI), 2025

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:15.307522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.399927Z digest=sha256:69ef67f88583ddaedaf3e02cacf1a3aa47f1f7f9907f4505e07ae15165e55eeb

Observation b2ab968e-cbc6-4faa-b48f-a9643c4d1359 · outbound

This paper cites Large Language Models for Cryptocurrency Transaction Analysis: A Bitcoin Case Study.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Large Language Models for Cryptocurrency Transaction Analysis: A Bitcoin Case Study

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T12:20:10.474294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:20:10.474294Z digest=sha256:98b16332ff424ab32836dd4e9ecdc2799b76de9b629f8823b835d05b30de9fa4

Observation bc064ae7-0dcf-4921-bfae-3771c55a5962 · outbound

This paper cites Linking cryp- toasset attribution tags to knowledge graph entities: An LLM-based approach.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Linking cryp- toasset attribution tags to knowledge graph entities: An LLM-based approach

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:15.119691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.560540Z digest=sha256:f00b16cc8dc43150720350cf6a52e9515af11d425b160ee306757bf0bfd6ad04

Observation 6a311cf3-fb8a-4b5e-ace1-f62e704e69a8 · outbound

This paper cites Decoding SEC actions: Enforcement trends through analyzing blockchain litigation using LLM- based thematic factor mapping.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Decoding SEC actions: Enforcement trends through analyzing blockchain litigation using LLM- based thematic factor mapping

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:14.964389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.639540Z digest=sha256:7e14233085d6eebdc99e50d1469471f63ad58685462b9c1ef25146f547b0521f

Observation eb799efe-abc9-4748-8852-2b39b18435c9 · outbound

This paper cites Prop- ertyGPT: LLM-driven formal verification of smart contracts through retrieval- augmented property generation.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Prop- ertyGPT: LLM-driven formal verification of smart contracts through retrieval- augmented property generation

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:14.771659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.729080Z digest=sha256:a854574654bc2cbb4fd967b1d5ed36fa45c50893629ded6838f616bc238b0a9d

Observation c486f010-ccdf-4050-b8ea-4966d85744e4 · outbound

This paper cites Unearthing gas-wasting code smells in smart contracts with large language models.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Unearthing gas-wasting code smells in smart contracts with large language models

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:14.598273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.845508Z digest=sha256:df79387e990ae507808168337437db3427b34e17c495dd3d7fd13e85e0f64d8a

Observation 36a2492f-6bf9-46da-8da9-eba949c852b6 · outbound

This paper cites Trust in defi: an empirical study of the decentralized exchange.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Trust in defi: an empirical study of the decentralized exchange

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:14.456569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.916153Z digest=sha256:3adb43968f51c33972411aabc8e1e2f63c67e77f274c40aad078b250996a5b22

Observation eb512c00-595b-4e64-bf3a-41a9eb74dfe8 · outbound

This paper cites Hunting in the dark forest: A pre-trained model for on-chain attack transaction detection in web3.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Hunting in the dark forest: A pre-trained model for on-chain attack transaction detection in web3

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:14.312922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:10.978566Z digest=sha256:2bc0637f42b6dbfdd717b0df98b7806dcec1cb5aa00cc0364474c946ee440b46

Observation a7eec1f5-ca44-43f6-a808-d6e66e50ca1f · outbound

This paper cites Flash boys 2.0: Frontrunning in decentralized exchanges, miner extractable value, and consensus instability.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Flash boys 2.0: Frontrunning in decentralized exchanges, miner extractable value, and consensus instability

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:14.102058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.113870Z digest=sha256:f583d44eb6ec9546941fe11dc41162a4a9f64db41120e6948a9ed3df2660a99e

Observation 97113892-f402-447e-aa9c-cb204b3223d3 · outbound

This paper cites BRC-20: Hope or Hype.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) BRC-20: Hope or Hype

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:20:12.130919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.239631Z digest=sha256:29bbc2621db74810aeab08f6b194ecc8d29986dba8e41ee0a6cf68d6373980e4

Observation 7556cede-f829-4649-86b7-3adca49c88de · outbound

This paper cites Who stole my NFT? investigating web3 NFT phishing scams on Ethereum.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Who stole my NFT? investigating web3 NFT phishing scams on Ethereum

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:13.985165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.302868Z digest=sha256:3e0d26729c5e46f6dd44692bd2c90dc2ec64efdfca123b88b88ae52314c5c528

Observation 7b444178-f867-437c-be52-52fd66156aa1 · outbound

This paper cites Machine learning-based detection of pump-and-dump schemes in real-time.IEEE International Conference on Blockchain and Cryptocurrency (ICBC) , 2025.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Machine learning-based detection of pump-and-dump schemes in real-time.IEEE International Conference on Blockchain and Cryptocurrency (ICBC) , 2025

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:13.840215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.393572Z digest=sha256:7ef39aacbea061c6c0573a2ed619a4af07ab23eb23239417f52d0b9e8f38d07f

Observation 3134e07b-4fe2-40e7-955f-6a5764ee5918 · outbound

This paper cites Cryptocurrency in the aftermath: Unveiling the impact of the SVB collapse.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Cryptocurrency in the aftermath: Unveiling the impact of the SVB collapse

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:13.617266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.485389Z digest=sha256:16c0e135607186822b10c20cd91f9f0b0b568199429ef419b97281c5c806f968

Observation b8cbbb60-96ab-4cdc-8baa-4cd52b7a1574 · outbound

This paper cites EIP-4444: Bound historical data in execution clients (stagnant).

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) EIP-4444: Bound historical data in execution clients (stagnant)

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:13.424186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.576135Z digest=sha256:57d57f5558e2736b49111f3006466d4f3180c96b8bdd2ca01955fc697078f5ef

Observation 43cef238-2f2a-494b-aa81-369f132314de · outbound

This paper cites Is LLM a reliable reviewer? a comprehensive evaluation of LLM on automatic paper reviewing tasks.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Is LLM a reliable reviewer? a comprehensive evaluation of LLM on automatic paper reviewing tasks

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:13.311136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.639708Z digest=sha256:b186551dff54820b8d6b8cee71edd43a0f157f0d1dafd695f8579bf7ce88a230

Observation 4973f3f9-8f0a-48e8-920d-79bb417fd6ab · outbound

This paper cites Can LLM replace stack overflow? a study on robustness and reliability of large language model code generation.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Can LLM replace stack overflow? a study on robustness and reliability of large language model code generation

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:13.061955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.671500Z digest=sha256:5a0b42a400d89b8bc5ed44167ddb25a0430863b65d3349e38e70587467fc3ccb

Observation d9765ab9-8d58-4fcf-aefa-4692b6badfca · outbound

This paper cites Disregard structured tokens unless they contribute to the emotional tone.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Disregard structured tokens unless they contribute to the emotional tone

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:12.878142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.769436Z digest=sha256:8422be288261965e7d70334d98ef2ea24430f66377179433830f1ff2f6085f41

Observation 00cf6c5d-e231-4d3e-8dc1-f76ab307233e · outbound

This paper cites an unresolved cited work.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:20:12.673950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.874243Z digest=sha256:49edd4a59d36f0e114478657248e34b873cad5cce99b83a4bd7947f8b35e7289

Observation fb4be2de-9bc5-460c-9e84-37c03f1e21af · outbound

This paper cites \"\"{message}\.

Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs) \"\"{message}\

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:12.501231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:20:11.952667Z digest=sha256:67a8926cee008e5211e95432dd3b31159b29898b42c1a15476a01bcac89b968a

Pith citing papers

Observation b99b17d9-67b1-4879-abbc-8347d65ede5f · inbound

UniDetect: LLM-Driven Universal Fraud Detection across Heterogeneous Blockchains cites this paper.

UniDetect: LLM-Driven Universal Fraud Detection across Heterogeneous Blockchains Talking Transactions: Decentralized Communication through Ethereum Input Data Messages (IDMs)

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:26:03.363570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T16:00:39.657115Z digest=sha256:838f6796b33d06c48a47fdd25aa7be761ddf0a9ec558451eb7414b2bab47f5e7