Paper Citation Record · LEDGER

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models

As of 19 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 3 inbound Pith citation observations for arXiv:2504.12234.

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

pith.paper-citation-record.v1
2504.12234 v1

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:41:42.580661Z

measured 80 of 80 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:41:07.967730Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

77 of 77 outbound references displayed

verified exact1
verified fuzzy1
unresolved75
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 54b96e75-1892-4d7b-9f99-877d3f3123e6 · outbound

This paper cites Blockchain-based Smart Contracts: A Systematic Mapping Study.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Blockchain-based Smart Contracts: A Systematic Mapping Study

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.258972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02fb4d3a-35dd-4e6b-80db-eb71f9ec2833 · outbound

This paper cites Language Models are Better Bug Detector Through Code-Pair Classification.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Language Models are Better Bug Detector Through Code-Pair Classification

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.264391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 458b1f35-9970-49b5-a4e0-7215fa7dabc7 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.269752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cefe3124-462e-43ac-98f1-f16a80a36b61 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.644257Z

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.

Observation 85b391ae-61f6-48c7-a8f2-61db0f14aacf · outbound

This paper cites When ChatGPT Meets Smart Contract Vulnerability Detection: How Far Are We?.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models When ChatGPT Meets Smart Contract Vulnerability Detection: How Far Are We?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.279423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f87c8ce-1ff4-4bc3-b175-27a6e323d43b · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.538049Z

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.

Observation 8a07a286-29a9-4a0a-a327-b4ae92cc9a0d · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.524283Z

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.

Observation 117a1a67-3d67-4c92-9e71-20e482c820fd · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.294513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f10c5e90-4ea9-4a3a-9567-794643c044e7 · outbound

This paper cites Safurai-Csharp: Harnessing Synthetic Data to improve language-specific Code LLM.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Safurai-Csharp: Harnessing Synthetic Data to improve language-specific Code LLM

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-16T12:41:42.813575Z

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.

Observation 014087b6-2d98-496c-b4d7-acf03d868d30 · outbound

This paper cites Do you still need a manual smart contract audit?.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Do you still need a manual smart contract audit?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.303217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a9f86e-a0e8-4c7a-b91b-6845fd9d0b11 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.501146Z

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.

Observation 97853d45-486b-433f-9359-72909193dcad · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.487619Z

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.

Observation 2daee724-7064-452d-b125-45355945eec0 · outbound

This paper cites The Llama 3 Herd of Models.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models The Llama 3 Herd of Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.316573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20240f2c-2381-4e28-a83f-d84d7415f60f · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.473852Z

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.

Observation 8442fe0b-db2f-4137-8337-7f2e1d283139 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.324810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c4520ab-1073-49bb-a0bc-98929b57547a · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.328462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a905801-63f7-4251-822b-a41a99ec54c2 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.332308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc3b2aa2-9302-421e-9310-e32440bff0d8 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.437314Z

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.

Observation da222660-07fb-4cf2-bbd5-ec1823ddfc5d · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.424304Z

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.

Observation 0e053cb9-710c-42c7-aecf-24534eda9ad3 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.408909Z

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.

Observation e3c1dfc2-fee0-45b2-ac53-27cf4f2c6ee9 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.394135Z

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.

Observation dade2198-f49d-4d81-80bd-e0dc1a4bf999 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.381019Z

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.

Observation a9bc8c2c-22b1-4494-b405-d08e648887a3 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.368132Z

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.

Observation 93f332f8-ff16-472b-ab72-a9e4231bb516 · outbound

This paper cites Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.362200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a15953b-4e33-453f-92e7-2d2c5162c04c · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.354999Z

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.

Observation edeb27da-5f6d-4c01-8143-98e6acb4d610 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.370460Z

Source-reported events for the cited work

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Observation 25fe4ac3-ad5d-45c8-a253-5e755b7598c7 · outbound

This paper cites Mixtral of Experts.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Mixtral of Experts

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.375072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf588de-85c8-4bae-be7c-fec69ae1d3a8 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.333771Z

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.

Observation f4c93e9b-4692-45af-936f-d2ada10332bb · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Semi-Supervised Classification with Graph Convolutional Networks

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.382916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a675f5f8-0e60-41d9-a8ac-4ab8b7e67e7c · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.387284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cb60d36-9dfc-4d42-b3d8-38a01d0ef62e · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.321315Z

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.

Observation 4386e376-92a7-44fe-8f40-ce0ae8c9d76b · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.395835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70f20114-fd9b-4c95-aec4-6180b9188d14 · outbound

This paper cites MoE-LLaVA: Mixture of Experts for Large Vision-Language Models.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models MoE-LLaVA: Mixture of Experts for Large Vision-Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.400235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc01494e-abf1-484d-9e4e-522a853fb368 · outbound

This paper cites Smart Contract Vulnerability Detection: From Pure Neural Network to Interpretable Graph Feature and Expert Pattern Fusion.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Smart Contract Vulnerability Detection: From Pure Neural Network to Interpretable Graph Feature and Expert Pattern Fusion

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.404356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71f16b2e-1f7b-4c6a-8cce-f66fab2647c9 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.299823Z

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.

Observation 6d81ebfe-87a0-4fc2-bd47-d694f9fa56c2 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.286677Z

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.

Observation 19a94f4c-3e52-4375-8144-a60be9adb22f · outbound

This paper cites Decoupled Weight Decay Regularization.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Decoupled Weight Decay Regularization

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.417074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c27a830f-6d01-42e8-80cf-28d4f0887ea9 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.272527Z

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.

Observation 9138e6df-9466-429c-a016-f47ca62fb1b2 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.425411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b06d0aa-e85d-4e37-af0d-e22cbc18d430 · outbound

This paper cites Combining Fine-Tuning and LLM-based Agents for Intuitive Smart Contract Auditing with Justifications.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Combining Fine-Tuning and LLM-based Agents for Intuitive Smart Contract Auditing with Justifications

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.429082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56900742-166e-47cd-a12b-ee8ab6676fbb · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.433832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fe728b3-92eb-4c7c-928d-214bf152d1ec · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.437646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca9e28a4-23bc-482f-9c2b-b7cf77fa24ec · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.234754Z

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.

Observation fb257112-7e33-478d-87d3-88255680ad62 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.221549Z

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.

Observation 54a01b11-5c0e-47e9-b13f-a6290137857f · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.450381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 348ba657-7b78-4add-8473-423edb2972b8 · outbound

This paper cites Security Analysis Methods on Ethereum Smart Contract Vulnerabilities: A Survey.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Security Analysis Methods on Ethereum Smart Contract Vulnerabilities: A Survey

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.454247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d29e2ccb-6f7c-437a-ad82-c17f63657897 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.198257Z

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.

Observation 09c1bb47-f33d-4f44-9e0e-e45eccda36cb · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.184987Z

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.

Observation 8f84ca78-027c-4774-8a77-a5b9a15fa158 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.466441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 967b98de-43da-4e78-bc99-61a229445562 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.162986Z

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.

Observation 87473fb7-1f68-4fca-8d41-bd784ad39a6c · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.150003Z

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.

Observation 40a8a50f-d7cb-42c7-a0a2-354f2251a041 · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.479344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89b7eb0c-c0ee-45c9-a818-4c584b0a6413 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.137278Z

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.

Observation 4dddf978-faeb-4012-9524-030c9acd7114 · outbound

This paper cites LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.487613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd47b9a9-6f86-49b8-8997-820be89bb2be · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.123850Z

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.

Observation 9fdf5831-2ccf-43be-b650-68bab6059401 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.110430Z

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.

Observation 78e8619f-6557-4f4b-a47a-2543e80b9023 · outbound

This paper cites O’Reilly Media, Inc.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models O’Reilly Media, Inc

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:41:43.096112Z

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.

Observation 7bbd1432-bffe-4081-a9ac-da0578f4deeb · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.081885Z

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.

Observation 18237f1c-b163-400e-886e-e55d49554a96 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.066518Z

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.

Observation 825c4c0d-3a6e-4bf2-9ac0-e3da92367d19 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.053065Z

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.

Observation bc80d9b9-64a2-4489-be1a-0bd3111456ff · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.038929Z

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.

Observation b4b0c935-862f-4757-8db0-bbe8ccffd7b7 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.025614Z

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.

Observation 054f6218-5f2a-4d85-840d-8dc32bf4dbc5 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:43.011834Z

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.

Observation a835092d-210a-4550-8212-7fbe4048418b · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.527876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17a2754b-f5bd-4bf5-8e19-6c95bfcd2706 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.989895Z

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.

Observation 9c4ba7a0-569e-4095-9dd1-5b9d42b6a4be · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.535478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52bd5a6b-47d9-4184-9a26-0a8aacdd9da0 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.968883Z

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.

Observation 5e713dc4-7789-4f0e-ba9b-154b452e5b19 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.954333Z

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.

Observation a2546a35-ef1c-4021-beb8-d6678cf5763e · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.941883Z

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.

Observation 1409c978-93b3-4a73-82cd-5cbb3b70029f · outbound

This paper cites OpenMoE: An Early Effort on Open Mixture-of-Experts Language Models.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models OpenMoE: An Early Effort on Open Mixture-of-Experts Language Models

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.551433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4422e071-e72d-4a71-b383-c9564912de7c · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.928908Z

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.

Observation 8e33dbe2-5dc3-452b-bb7e-8e042f2dd05e · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.915691Z

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.

Observation cb99d97b-9bdc-4009-98ad-c2d2857b53b3 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.902950Z

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.

Observation f48f4978-59d7-4c3d-89b4-6b6132e9ff37 · outbound

This paper cites LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.567574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75d43564-cea9-4501-baa3-66de78bc3c9f · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-16T12:41:42.571801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8c56428-eefb-4b0a-8117-b29d67e45797 · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.879389Z

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.

Observation 85b5fe1e-cae1-4e3a-a00e-d6de27eeb48c · outbound

This paper cites an unresolved cited work.

MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:41:42.865702Z

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.

Pith citing papers

Observation d8b91cca-0d77-45e6-ab1d-b3e0f5ec5c80 · inbound

Towards Practical Defect-Focused Automated Code Review cites this paper.

Towards Practical Defect-Focused Automated Code Review MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:41:07.967730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 495b6715-a691-47e1-b18d-233b1eca05bb · inbound

SAEL: Leveraging Large Language Models with Adaptive Mixture-of-Experts for Smart Contract Vulnerability Detection cites this paper.

SAEL: Leveraging Large Language Models with Adaptive Mixture-of-Experts for Smart Contract Vulnerability Detection MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T11:52:40.741387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca14e96a-9c7a-4f49-89e3-44359b8335f5 · inbound

Bash-Commenter: Leveraging Syntax-Aware Preference Optimization to Reinforce Large Language Model for Bash Code Comment Generation cites this paper.

Bash-Commenter: Leveraging Syntax-Aware Preference Optimization to Reinforce Large Language Model for Bash Code Comment Generation MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-06-30T05:54:17.659045Z

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.