Paper Citation Record · LEDGER

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems

As of 20 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2508.15795.

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

pith.paper-citation-record.v1
2508.15795 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:59:36.333343Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:48:01.606594Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T20:48:01.655982Z

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy6
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0d9ed016-e3e8-4cb5-ba7b-1014338fe08f · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:37.015598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 43880a9d-e773-4c45-974f-e0ab5b604b3a · outbound

This paper cites Our key contribution lies in demonstrating that semantic relationship patterns can be effectively transferred across languages while respecting language-specific characteristics.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Our key contribution lies in demonstrating that semantic relationship patterns can be effectively transferred across languages while respecting language-specific characteristics

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:59:37.001415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 81eab90e-c6bb-4b4f-87d8-76e022a3a848 · outbound

This paper cites 1 arXiv:2508.15792v3 [cs.CL] 25 Oct 2025.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems 1 arXiv:2508.15792v3 [cs.CL] 25 Oct 2025

Reference 3

Resolution: verified exact; raw_fallback, observed 2026-08-05T20:59:36.443849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eb8a3d90-27dc-4b50-932c-6bc73225dcee · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.987286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ccc8a5ca-cadf-4915-9ade-5bc2a8de3a31 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.973040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8f845f71-2691-4739-83c4-3ec6d49adcd9 · outbound

This paper cites Traditional ap- proaches to antonym detection have largely re- lied on distributional hypotheses, assuming that words appearing in similar contexts share seman- tic properties.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Traditional ap- proaches to antonym detection have largely re- lied on distributional hypotheses, assuming that words appearing in similar contexts share seman- tic properties

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:59:36.959555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 30c5cb56-c04b-4d3f-8d28-6b48de11df35 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.944898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd5ad7ed-b8dd-4b07-8170-36b0102ab589 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.930689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation aa0d31f6-5638-4f2f-967e-fb3c3b1b2db5 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.917692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cab0ef5a-e5ba-4dd0-a964-906557c3c773 · outbound

This paper cites 3.2 Mathematical Formulation and Dual-Space Projection Let �� denote the language-specific BERT encoder for language �.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems 3.2 Mathematical Formulation and Dual-Space Projection Let �� denote the language-specific BERT encoder for language �

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:59:36.903168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e479e8ec-4830-4de7-be69-293b0425c4ba · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.890000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3311d64d-b1bf-4470-95b5-daaed0b9082a · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.875749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2b260c44-4b20-472c-8ba4-3f8727f26655 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.862307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e5d178b7-cd17-484a-9662-98e20b749d25 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.849211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7197f417-0a26-426e-a0f9-86ee45cef8ff · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.835638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 080708d5-c364-4f38-8795-3be54fad0dcf · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.821061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cacc6876-eec3-4e5a-b684-60d441167e39 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.806694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bec09cc1-e300-48de-b105-652afe50f7f2 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.791595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2cab2646-1e1f-4160-bac4-07a895d2f9b2 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.776287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8f04c05d-f895-44f3-a329-3daf5d3eb6b2 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.762067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9bbfb4e5-d591-49be-9cad-2c6cc94a607e · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.748294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f58ae591-ba2f-4ef3-8d2f-ce9e0052719d · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.734112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 10c19f2b-249b-4e92-aa40-aa8c4cb3e422 · outbound

This paper cites nodes �and �, and � denotes concatenation across attention heads.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems nodes �and �, and � denotes concatenation across attention heads

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:59:36.719493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7bee6dcd-7331-48c0-bbe2-a73819e95180 · outbound

This paper cites English data from Nguyen et al.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems English data from Nguyen et al

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:59:36.704287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 04af99be-05c9-4957-b428-855c42870130 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.689748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 63632415-8b97-43a0-85b5-36f63072e5ab · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.675552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 62b79c9c-0ed5-43fe-93b2-180b6e7b8393 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.661655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d0ee1406-03ba-4085-be65-f9e31fbdb3a9 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.647314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b25cb00e-29e2-4054-8b2f-1d809f84dfcf · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.630354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 248530b4-c801-47d9-8f8e-6ed6ec109c43 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.615494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f64d7bff-76ad-4807-8d36-a54d44ab8e50 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.598187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 70352955-6ea4-4799-8688-0166f3b3320b · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.583839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9c8bad80-c3a1-48d6-95a7-35176c5627f6 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.569408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 10bc2379-0e95-4590-bfdf-c4ac9a0ca981 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.554813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ce96973f-5f26-4fc1-abc8-de0c4f84387f · outbound

This paper cites For multilingual evaluation, we adapt monolingual approaches by replacing English BERT with appropriate language- specific models.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems For multilingual evaluation, we adapt monolingual approaches by replacing English BERT with appropriate language- specific models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:59:36.540796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b79dd664-fe91-4b43-9072-e5d9b4c78407 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.521133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 98e57ea0-0c53-4985-af2f-06b044470903 · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.504986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 719e4f05-45ae-48bd-9d13-5084b71c7bee · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.489652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e3cf6d37-e610-4dc4-b48d-0fec17a58a3c · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.472960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b8c92abc-013d-4a6c-b496-6e381c71b58d · outbound

This paper cites an unresolved cited work.

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:59:36.458343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation 76797884-f055-40ba-9edc-3f9b9fd30264 · inbound

A BERT-based Hierarchical Classification Model with Applications in Chinese Commodity Classification cites this paper.

A BERT-based Hierarchical Classification Model with Applications in Chinese Commodity Classification Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:48:01.664071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.