Paper Citation Record · LEDGER

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2505.22149.

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

pith.paper-citation-record.v1
2505.22149 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:18:46.463114Z

measured 22 of 22 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy19
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e6b93f25-8f24-4422-b78e-c56b2430f121 · outbound

This paper cites Karangwa, J.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Karangwa, J

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:50.865963Z

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.

Observation 3ada423e-b5d6-4801-8cc8-db1ca41236cf · outbound

This paper cites Liu, et al.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Liu, et al

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:50.675065Z

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.

Observation b0813648-37fb-4d03-a8d6-d7011051abfb · outbound

This paper cites Hu, et al., ”Energy Efficiency and Delay Tradeoff in an MEC-Enabled Mobile IoT Network,” IEEE Internet of Things Journal, 2022.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Hu, et al., ”Energy Efficiency and Delay Tradeoff in an MEC-Enabled Mobile IoT Network,” IEEE Internet of Things Journal, 2022

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:50.394842Z

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.

Observation b42c8dfd-f161-4456-9c1f-66fba121ffb7 · outbound

This paper cites Danek, Z.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Danek, Z

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:50.212058Z

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.

Observation 7d92e8a1-2b3d-4eb1-a124-a99fd1eafdaa · outbound

This paper cites Li, et al., Graph Reinforcement Learning-based CNN Inference Offloading in Dynamic Edge Computing.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Li, et al., Graph Reinforcement Learning-based CNN Inference Offloading in Dynamic Edge Computing

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:50.146150Z

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.

Observation 1954e684-e2f0-4218-a49d-6743c1b1a8ee · outbound

This paper cites Casale and M.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Casale and M

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:50.039654Z

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.

Observation de719427-1525-41f0-8c46-3f3c0bb9fa6d · outbound

This paper cites Teerapittayanon, et al., ”Branchynet: Fast inference via early exiting from deep neural networks,” IEEE ICPR, 2016.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Teerapittayanon, et al., ”Branchynet: Fast inference via early exiting from deep neural networks,” IEEE ICPR, 2016

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:49.989541Z

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.

Observation 852e0c07-6fc2-4e3c-8feb-514f4ea5e381 · outbound

This paper cites Bakhtiarnia, et al., ”Dynamic Split Computing for Efficient Deep EDGE Intelligence,” IEEE ICASSP, pp.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Bakhtiarnia, et al., ”Dynamic Split Computing for Efficient Deep EDGE Intelligence,” IEEE ICASSP, pp

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:49.788613Z

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.

Observation e37ba832-3fd9-444d-a157-25e8f41589d3 · outbound

This paper cites Zhou, et al., ”Accelerating Deep Learning Inference via Model Parallelism and Partial Computation Offloading,” IEEE TPDS, 2023.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Zhou, et al., ”Accelerating Deep Learning Inference via Model Parallelism and Partial Computation Offloading,” IEEE TPDS, 2023

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:49.637655Z

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.

Observation 70b61cc8-19c2-497f-bb93-7af352b8da7b · outbound

This paper cites an unresolved cited work.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:49.490642Z

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.

Observation 00cd52fe-9782-4bdb-ad81-7f95e9974aab · outbound

This paper cites Narmeen, P.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Narmeen, P

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:49.262223Z

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.

Observation f7355035-d603-4605-8c59-8b90f1f91afe · outbound

This paper cites Rauch, Z.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Rauch, Z

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:49.043475Z

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.

Observation 68cd4d04-8d3c-4a64-99e3-ac4545ccc6ec · outbound

This paper cites Matsubara, et al., ”Head Network Distillation: Splitting Distilled Deep Neural Networks for Resource-Constrained Edge Computing Systems,” IEEE Access, 2020.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Matsubara, et al., ”Head Network Distillation: Splitting Distilled Deep Neural Networks for Resource-Constrained Edge Computing Systems,” IEEE Access, 2020

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:48.692805Z

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.

Observation 0eb9805b-a08c-4985-8ff2-f0f770208d76 · outbound

This paper cites Matsubar, et al., ”SC2 benchmark: Supervised compression for split computing,” Transactions on machine learning research, 2023.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Matsubar, et al., ”SC2 benchmark: Supervised compression for split computing,” Transactions on machine learning research, 2023

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:48.474739Z

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.

Observation f847c5c9-55e9-4149-8ac1-8e9608ba87e0 · outbound

This paper cites Xu, et al., ”Impact of data compression on energy consumption of wireless-networked handheld devices,” ICDCS, 2003.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Xu, et al., ”Impact of data compression on energy consumption of wireless-networked handheld devices,” ICDCS, 2003

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:48.325644Z

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.

Observation f466cd47-64f9-4e4b-b42f-dad389177da9 · outbound

This paper cites an unresolved cited work.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:48.156038Z

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.

Observation 5371c160-47c3-4088-b8da-0809d6e1b317 · outbound

This paper cites an unresolved cited work.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:47.969121Z

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.

Observation 42122fbe-99a1-4ea1-b7a3-c4d07fc43dc7 · outbound

This paper cites Nikbakhtsarvestani, S.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Nikbakhtsarvestani, S

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:47.612203Z

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.

Observation 1a4591bd-d80e-4689-b67b-b27d1b0513c4 · outbound

This paper cites Li, H.-T.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Li, H.-T

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:47.366832Z

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.

Observation ea5ee528-27d9-407a-8b73-56ee2319103b · outbound

This paper cites Stallkamp, M.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Stallkamp, M

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:47.167730Z

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.

Observation f32c5e81-8144-4112-a288-a1f87ad89280 · outbound

This paper cites [Online].

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits [Online]

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:47.006138Z

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.

Observation abad58b1-5d0f-4dbd-9435-7ead99653a37 · outbound

This paper cites Tripathi and N.

Real-World Modeling of Computation Offloading for Neural Networks with Early Exits and Splits Tripathi and N

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:46.733242Z

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.

Pith citing papers

No inbound Pith citation observations are available.