Paper Citation Record · LEDGER

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization

As of 14 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2412.14272.

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

pith.paper-citation-record.v1
2412.14272 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:30:02.944725Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:55:48.774300Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T04:55:49.394549Z

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy25
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe440189-3abf-4e8e-9cc9-9d0f018d1eb8 · outbound

This paper cites Computer vision in the metaverse,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Computer vision in the metaverse,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.264230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e3ea835a-5791-4552-97f0-b2c07c71a4e0 · outbound

This paper cites Real-time semantic segmen- tation: A brief survey and comparative study in remote sensing,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Real-time semantic segmen- tation: A brief survey and comparative study in remote sensing,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.255035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 09767b12-0f81-4da9-a198-9b7eba754738 · outbound

This paper cites U-Net: Convolutional net- works for biomedical image segmentation,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization U-Net: Convolutional net- works for biomedical image segmentation,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.241419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1ca7fb94-b150-461a-9ecb-c804e2435f8a · outbound

This paper cites ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T12:30:02.857059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12a327df-4171-48a1-aa20-a38d36b350ef · outbound

This paper cites DeepLab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected CRFs,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization DeepLab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected CRFs,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.229983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d593bba7-5fc7-4604-b642-3f2ad3277acc · outbound

This paper cites Adaptive resource optimized edge federated learning in real-time image sensing classifications,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Adaptive resource optimized edge federated learning in real-time image sensing classifications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.217785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a74d0e3f-aa09-415a-b1e4-a24789e50c7a · outbound

This paper cites Split federated learning for 6G enabled-networks: Requirements, challenges and future directions,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Split federated learning for 6G enabled-networks: Requirements, challenges and future directions,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.204802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 89e47a17-8ac0-4515-b1b2-fb19cb010735 · outbound

This paper cites Towards network- accelerated ML-based distributed computer vision systems,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Towards network- accelerated ML-based distributed computer vision systems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.193593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 354f7383-4d93-46b6-bdf3-55f5be0691e9 · outbound

This paper cites Multiple access in the era of distributed computing and edge intelligence,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Multiple access in the era of distributed computing and edge intelligence,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T12:30:02.872783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 977f6806-b598-4b04-ade4-80efec30f0ce · outbound

This paper cites Fully convolutional networks for semantic segmentation,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Fully convolutional networks for semantic segmentation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.177576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 864a8bff-f367-44cd-9259-4719c480c85c · outbound

This paper cites SegNet: A deep convolutional encoder-decoder architecture for image segmentation,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization SegNet: A deep convolutional encoder-decoder architecture for image segmentation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.168343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eb61fb62-fe12-4e58-b5fd-55baf87862c9 · outbound

This paper cites Encoder- decoder with atrous separable convolution for semantic image segmenta- tion,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Encoder- decoder with atrous separable convolution for semantic image segmenta- tion,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.159251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d4a547bb-95e0-4b10-b0cb-64f9201595af · outbound

This paper cites RefineNet: Multi-path re- finement networks for high-resolution semantic segmentation,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization RefineNet: Multi-path re- finement networks for high-resolution semantic segmentation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.150215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b4c40a58-6b80-4735-92a0-863da5c09631 · outbound

This paper cites ERFNet: Efficient residual factorized ConvNet for real-time semantic segmenta- tion,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization ERFNet: Efficient residual factorized ConvNet for real-time semantic segmenta- tion,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.139354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4b7085c8-4e72-4cdb-92c5-e1e1712b2c9c · outbound

This paper cites FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T12:30:02.893939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0c34ef1-24be-4785-8521-e889bb11e46d · outbound

This paper cites Federated learning in computer vision,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Federated learning in computer vision,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.127861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fbfbf703-da4a-4634-8a75-8274862bd341 · outbound

This paper cites Fedvision: An online visual object detection platform powered by federated learning,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Fedvision: An online visual object detection platform powered by federated learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.119057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 30179c6d-4bdc-4f36-9ca0-8e823c379dd9 · outbound

This paper cites Federated learning for vision-and-language grounding problems,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Federated learning for vision-and-language grounding problems,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.109085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 864ae04d-a014-41f4-88e4-899f1e69abf0 · outbound

This paper cites SplitNN,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization SplitNN,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.098016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1c57d659-b4a3-4ca6-910e-1f7251f4ce36 · outbound

This paper cites Split Neural Networks on PySyft,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Split Neural Networks on PySyft,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.087129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f9e6a9f4-be1a-4eab-8224-b6b7b523e9ff · outbound

This paper cites Acuratio,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Acuratio,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.066159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d01c6c19-7b93-4478-9bd7-661d4d05735e · outbound

This paper cites Communication- Efficient Multimodal Split Learning for mmWave Received Power Prediction,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Communication- Efficient Multimodal Split Learning for mmWave Received Power Prediction,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.055645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5b54dbf5-8037-496a-9e3e-bb256acf8553 · outbound

This paper cites Split Learning for collaborative deep learning in healthcare.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Split Learning for collaborative deep learning in healthcare

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T12:30:02.921283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daa3e386-bc3d-44de-b520-5a2ee4c8f5df · outbound

This paper cites Detailed comparison of communication efficiency of split learning and federated learning.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Detailed comparison of communication efficiency of split learning and federated learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T12:30:02.924277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01018e65-4bf2-4108-80db-3d8b3a44fe46 · outbound

This paper cites Splitfed: When federated learning meets split learning,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Splitfed: When federated learning meets split learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.043909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a821e64c-68a2-4ded-a58e-2d75900c8c05 · outbound

This paper cites HiveMind: Towards cellular native machine learning model splitting,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization HiveMind: Towards cellular native machine learning model splitting,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.034597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9d3453dd-22f6-4511-9802-66b62d9f196e · outbound

This paper cites A bargaining game for personalized, energy efficient split learning over wireless networks,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization A bargaining game for personalized, energy efficient split learning over wireless networks,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.025703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d892fcaf-c3ea-4464-bb8a-247288f28e67 · outbound

This paper cites Communication- efficient vertically split inference via over-the-air computation,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Communication- efficient vertically split inference via over-the-air computation,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.015802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1add7783-ab46-420f-9da8-1ba3131fa7d6 · outbound

This paper cites Split learning over wireless networks: Parallel design and resource management,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Split learning over wireless networks: Parallel design and resource management,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T12:30:02.941605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31347075-6402-4514-8e99-33f546ac6efd · outbound

This paper cites Linear programming in O([n3/ln n] L) operations,.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Linear programming in O([n3/ln n] L) operations,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.000767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b25b9720-e5e1-4f71-83b6-7d257d24c7b0 · outbound

This paper cites Available: https://medium.com/analytics-vidhya/ split-neural-networks-on-pysyft-ed2abf6385c0.

Split Learning in Computer Vision for Semantic Segmentation Delay Minimization Available: https://medium.com/analytics-vidhya/ split-neural-networks-on-pysyft-ed2abf6385c0

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:30:03.076511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 326b9e3c-0091-41bb-aced-24eb05935ef4 · inbound

Learning Obfuscations Of LLM Embedding Sequences: Stained Glass Transform cites this paper.

Learning Obfuscations Of LLM Embedding Sequences: Stained Glass Transform Split Learning in Computer Vision for Semantic Segmentation Delay Minimization

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:55:49.399708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.