Paper Citation Record · LEDGER

Priority-Aware Model-Distributed Inference at Edge Networks

As of 16 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2412.12371.

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

pith.paper-citation-record.v1
2412.12371 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:12:32.824087Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:57:59.519205Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T21:57:59.678910Z

Reference resolution

38 of 38 outbound references displayed

verified exact1
verified fuzzy27
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fcd31f44-1dd4-45c9-aec7-77ba4d3c9d6e · outbound

This paper cites Adaptive and resilient model- distributed inference in edge computing systems,.

Priority-Aware Model-Distributed Inference at Edge Networks Adaptive and resilient model- distributed inference in edge computing systems,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.405804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6c92beca-3a76-4b33-93fe-559d7fdf392e · outbound

This paper cites Model-distributed inference in multi-source edge networks,.

Priority-Aware Model-Distributed Inference at Edge Networks Model-distributed inference in multi-source edge networks,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.578006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6a2f69e-e422-4435-9ea4-398cf0cfa816 · outbound

This paper cites Nvidia jetson xavier.

Priority-Aware Model-Distributed Inference at Edge Networks Nvidia jetson xavier

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.380027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9e0c102d-4c64-4453-84d9-b0b33a31d2dd · outbound

This paper cites Nvidia jetson nano.

Priority-Aware Model-Distributed Inference at Edge Networks Nvidia jetson nano

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.364459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4ad2ed15-4073-4dae-bd95-bde1c10b9717 · outbound

This paper cites Colosseum testbed,.

Priority-Aware Model-Distributed Inference at Edge Networks Colosseum testbed,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.349528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0b94c9d7-aa1e-4c92-951c-070a616a39bf · outbound

This paper cites Gpipe: Efficient training of giant neural networks using pipeline parallelism,.

Priority-Aware Model-Distributed Inference at Edge Networks Gpipe: Efficient training of giant neural networks using pipeline parallelism,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.334787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c73ea43b-b973-43c0-b3fc-a45b598b3a27 · outbound

This paper cites PipeDream: Fast and Efficient Pipeline Parallel DNN Training.

Priority-Aware Model-Distributed Inference at Edge Networks PipeDream: Fast and Efficient Pipeline Parallel DNN Training

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.655021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 242902aa-aca2-4ad1-9382-d618f48e5f2d · outbound

This paper cites Improving ml applications in shared computing environ- ments,.

Priority-Aware Model-Distributed Inference at Edge Networks Improving ml applications in shared computing environ- ments,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.319867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a9f70b44-adca-4f76-9177-b3c6defd25a8 · outbound

This paper cites Efficient and Robust Parallel DNN Training through Model Parallelism on Multi-GPU Platform.

Priority-Aware Model-Distributed Inference at Edge Networks Efficient and Robust Parallel DNN Training through Model Parallelism on Multi-GPU Platform

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.692315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99712c8e-8643-4612-9cf3-ddff67b60954 · outbound

This paper cites Respipe: Resilient model- distributed dnn training at edge networks,.

Priority-Aware Model-Distributed Inference at Edge Networks Respipe: Resilient model- distributed dnn training at edge networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.304633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 993bbc26-7e45-45d6-8e58-7c2cfd339364 · outbound

This paper cites Model-distributed dnn training for memory-constrained edge computing devices,.

Priority-Aware Model-Distributed Inference at Edge Networks Model-distributed dnn training for memory-constrained edge computing devices,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.289513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1e0b93ef-0692-4e66-a8e5-18b05f9e30e6 · outbound

This paper cites Distributed deep neural networks over the cloud, the edge and end devices,.

Priority-Aware Model-Distributed Inference at Edge Networks Distributed deep neural networks over the cloud, the edge and end devices,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.274901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 46ce7a10-235b-4704-a7cd-ddbc5af6bc60 · outbound

This paper cites Neurosurgeon: Collaborative intelligence between the cloud and mobile edge,.

Priority-Aware Model-Distributed Inference at Edge Networks Neurosurgeon: Collaborative intelligence between the cloud and mobile edge,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.712573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07e2dde8-7bbe-4734-a773-ce052d7b7280 · outbound

This paper cites Jointdnn: an efficient training and inference engine for intelligent mobile cloud computing services,.

Priority-Aware Model-Distributed Inference at Edge Networks Jointdnn: an efficient training and inference engine for intelligent mobile cloud computing services,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.252337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 091d0469-7e03-4f0e-a015-ff44fd31b3d4 · outbound

This paper cites Pipeline Parallelism for Inference on Heterogeneous Edge Computing.

Priority-Aware Model-Distributed Inference at Edge Networks Pipeline Parallelism for Inference on Heterogeneous Edge Computing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.721810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2d054d9-0803-4fc5-b67c-7ebbedbec82e · outbound

This paper cites Adaptive neural networks for efficient inference,.

Priority-Aware Model-Distributed Inference at Edge Networks Adaptive neural networks for efficient inference,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.237340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6f8e8e31-516e-4f03-bd04-d0d5de711a05 · outbound

This paper cites Branchynet: Fast inference via early exiting from deep neural networks,.

Priority-Aware Model-Distributed Inference at Edge Networks Branchynet: Fast inference via early exiting from deep neural networks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.222186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d66964da-3dfc-4d2e-afa5-2e7d30ee4450 · outbound

This paper cites Shallow-deep networks: Under- standing and mitigating network overthinking,.

Priority-Aware Model-Distributed Inference at Edge Networks Shallow-deep networks: Under- standing and mitigating network overthinking,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.205960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 97ca0ca0-a373-4198-a811-f39ba8ae78c5 · outbound

This paper cites Early-exit meets model- distributed inference at edge networks,.

Priority-Aware Model-Distributed Inference at Edge Networks Early-exit meets model- distributed inference at edge networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.192079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 18896594-f848-4eda-9d70-c80abdda9981 · outbound

This paper cites Dynamic neural networks: A survey,.

Priority-Aware Model-Distributed Inference at Edge Networks Dynamic neural networks: A survey,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.176671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ead8d5ae-c9a4-4a33-a7e0-0a6f1be149cf · outbound

This paper cites Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey.

Priority-Aware Model-Distributed Inference at Edge Networks Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:12:32.913125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ca248f25-ea0e-4f8e-9068-c2f8880e5dac · outbound

This paper cites Pruning early exit networks,.

Priority-Aware Model-Distributed Inference at Edge Networks Pruning early exit networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.160522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6bd31569-d1a6-4852-9c66-b50c99c57472 · outbound

This paper cites Compress- ing neural networks with the hashing trick,.

Priority-Aware Model-Distributed Inference at Edge Networks Compress- ing neural networks with the hashing trick,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.145265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6990c138-ee1c-4fab-883b-92b625f0915b · outbound

This paper cites Compressing Deep Convolutional Networks using Vector Quantization.

Priority-Aware Model-Distributed Inference at Edge Networks Compressing Deep Convolutional Networks using Vector Quantization

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.761198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d12c70a8-b2a5-4b91-896f-7150b02188ca · outbound

This paper cites Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding.

Priority-Aware Model-Distributed Inference at Edge Networks Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.766613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 102fba60-8a9f-4846-bec2-aea7ff21c09a · outbound

This paper cites Deep learning with limited numerical precision,.

Priority-Aware Model-Distributed Inference at Edge Networks Deep learning with limited numerical precision,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.771688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20c9b2d1-5245-42d3-b048-97f52f555666 · outbound

This paper cites Training deep neural networks with low precision multiplications.

Priority-Aware Model-Distributed Inference at Edge Networks Training deep neural networks with low precision multiplications

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.775531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fee76f3f-71ff-400a-937d-90f4743bd726 · outbound

This paper cites Gradient sparsification for communication-efficient distributed optimization,.

Priority-Aware Model-Distributed Inference at Edge Networks Gradient sparsification for communication-efficient distributed optimization,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.121102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 87332cb6-cb55-4818-a604-8571a5fff6a7 · outbound

This paper cites The convergence of sparsified gradient methods,.

Priority-Aware Model-Distributed Inference at Edge Networks The convergence of sparsified gradient methods,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.106273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b1fcf6a0-3124-445d-b483-f12be0ad5686 · outbound

This paper cites Joint device-edge infer- ence over wireless links with pruning,.

Priority-Aware Model-Distributed Inference at Edge Networks Joint device-edge infer- ence over wireless links with pruning,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.090399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 93111f9d-5fab-40fa-914a-80a06f4f77e9 · outbound

This paper cites Improving device-edge cooperative inference of deep learning via 2-step pruning,.

Priority-Aware Model-Distributed Inference at Edge Networks Improving device-edge cooperative inference of deep learning via 2-step pruning,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.074337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 25a5f58d-9e51-4308-9e9a-8bdb42a938ba · outbound

This paper cites Performance evaluation and enhancement of the csma/ca mac protocol for 802.11 wireless lans,.

Priority-Aware Model-Distributed Inference at Edge Networks Performance evaluation and enhancement of the csma/ca mac protocol for 802.11 wireless lans,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.060401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4df204d3-0cc9-433b-80c0-fa0e4d994bec · outbound

This paper cites Cifar dataset.

Priority-Aware Model-Distributed Inference at Edge Networks Cifar dataset

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.045700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4a157e40-640b-468c-b7af-ee18ad6a7278 · outbound

This paper cites Resnet-50.

Priority-Aware Model-Distributed Inference at Edge Networks Resnet-50

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.029947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3808b5fd-6d00-4685-adf2-7d5bb6c1a91c · outbound

This paper cites Resnet-56.

Priority-Aware Model-Distributed Inference at Edge Networks Resnet-56

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:33.013489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ddc122e5-37bc-429e-8e24-4340d0512609 · outbound

This paper cites Language models are unsupervised multitask learners,.

Priority-Aware Model-Distributed Inference at Edge Networks Language models are unsupervised multitask learners,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.814961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 215c5407-255c-4600-9532-54ef949e697a · outbound

This paper cites Colos- seum: Large-scale wireless experimentation through hardware-in-the- loop network emulation,.

Priority-Aware Model-Distributed Inference at Edge Networks Colos- seum: Large-scale wireless experimentation through hardware-in-the- loop network emulation,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:32.989903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ac026276-1d24-4cb7-b9f6-e3387df6ee2e · outbound

This paper cites OpenAI GPT2,.

Priority-Aware Model-Distributed Inference at Edge Networks OpenAI GPT2,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:12:32.975084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation d0c57d17-cda0-446e-ab07-3b4cbedb9bc2 · inbound

Model-Distributed Inference for Large Language Models at the Edge cites this paper.

Model-Distributed Inference for Large Language Models at the Edge Priority-Aware Model-Distributed Inference at Edge Networks

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-15T21:57:59.684478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.