Paper Citation Record · LEDGER

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training

As of 20 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2412.08294.

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

pith.paper-citation-record.v1
2412.08294 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

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measured 49 of 49 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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Source: cited_works

Reference resolution

49 of 49 outbound references displayed

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External citation measurements

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Outbound references

Observation 13d29bfc-33fe-433a-8a7c-bd1002c14621 · outbound

This paper cites https://developer.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training https://developer

Reference 1

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Observation 40a7da8e-2656-4a21-9d42-8b7073a404c6 · outbound

This paper cites https://developer.nvidia.com/ nvidia-system-management-interface.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training https://developer.nvidia.com/ nvidia-system-management-interface

Reference 2

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Observation 9e0bf56d-b937-432c-a81b-14fe1e41aba0 · outbound

This paper cites https://github.com/ stanford-futuredata/gavel, 2020.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training https://github.com/ stanford-futuredata/gavel, 2020

Reference 3

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Observation 4ec23f84-6077-46e7-b85d-0114442d7bc4 · outbound

This paper cites Topology-Aware GPU Schedul- ing for Learning Workloads in Cloud Environments.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Topology-Aware GPU Schedul- ing for Learning Workloads in Cloud Environments

Reference 4

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Observation 73f5c693-afc7-4675-b5fb-98054a7a5c21 · outbound

This paper cites DNNAbacus: Toward Accurate Computational Cost Prediction for Deep Neural Networks.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training DNNAbacus: Toward Accurate Computational Cost Prediction for Deep Neural Networks

Reference 5

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Observation a9056520-0060-460d-a290-70d5526450a9 · outbound

This paper cites PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications

Reference 6

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Observation d9103296-9f46-480d-9043-d21eeaf71c35 · outbound

This paper cites Online Job Scheduling in Distributed Machine Learning Clusters.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Online Job Scheduling in Distributed Machine Learning Clusters

Reference 7

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Observation 1e9db0f5-d15f-4069-9180-1219621ebe48 · outbound

This paper cites Borg, omega, and kubernetes.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Borg, omega, and kubernetes

Reference 8

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Observation 9277a1b1-02df-4a25-a2fa-96fae68bf451 · outbound

This paper cites Balancing Efficiency and Fairness in Heterogeneous GPU Clusters for Deep Learning.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Balancing Efficiency and Fairness in Heterogeneous GPU Clusters for Deep Learning

Reference 9

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Observation 12ca7931-63ac-46f2-b6e1-9e2dc14245e3 · outbound

This paper cites Imagenet: A Large-Scale Hierarchical Image Database.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Imagenet: A Large-Scale Hierarchical Image Database

Reference 10

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Observation 07f6a6f6-b249-4508-9677-fed3de6cb206 · outbound

This paper cites an unresolved cited work.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Unresolved cited work

Reference 11

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Observation d511848b-bd3c-4685-b4f6-ec662574d9e2 · outbound

This paper cites Runtime Performance Prediction for Deep Learn- ing Models with Graph Neural Network.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Runtime Performance Prediction for Deep Learn- ing Models with Graph Neural Network

Reference 12

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Observation d51161dd-2250-42bc-b9e4-7ba8e8001487 · outbound

This paper cites Estimating GPU Memory Con- sumption of Deep Learning Models.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Estimating GPU Memory Con- sumption of Deep Learning Models

Reference 13

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This paper cites Google Cloud GPU.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Google Cloud GPU

Reference 14

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Observation 364e1136-3fe9-4819-b3e8-68ba29678217 · outbound

This paper cites Google Cloud AI Platform Training and Prediction - SLA.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Google Cloud AI Platform Training and Prediction - SLA

Reference 15

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Observation e49c6d97-20e9-4d99-aea3-6c58a3438c61 · outbound

This paper cites G., Z HU, Y., JEON , M., Q IAN , J., L IU, H., AND GUO, C.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training G., Z HU, Y., JEON , M., Q IAN , J., L IU, H., AND GUO, C

Reference 16

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Observation 72b7e821-5534-4f7f-a7c7-63e471d93f37 · outbound

This paper cites Liquid: In- telligent Resource Estimation and Network-Efficient Scheduling for Deep Learning Jobs on Distributed GPU Clusters.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Liquid: In- telligent Resource Estimation and Network-Efficient Scheduling for Deep Learning Jobs on Distributed GPU Clusters

Reference 17

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Observation 5d393936-5570-488c-a5bc-49119b3c185f · outbound

This paper cites Magnetic: Multi- agent machine learning-based approach for energy ef- ficient dynamic consolidation in data centers.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Magnetic: Multi- agent machine learning-based approach for energy ef- ficient dynamic consolidation in data centers

Reference 18

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Observation 2b338d7c-e67d-4679-afe3-555c5fdbb6d8 · outbound

This paper cites CO2 Emission Aware Scheduling for Deep Neural Network Training Workloads.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training CO2 Emission Aware Scheduling for Deep Neural Network Training Workloads

Reference 19

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Observation 82e80718-c77d-4d49-bcd7-a3114fc574bd · outbound

This paper cites Deep Resid- ual Learning for Image Recognition.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Deep Resid- ual Learning for Image Recognition

Reference 20

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Observation 8162527e-0c64-4da6-b12d-8174e994231e · outbound

This paper cites C., LIN, X., AND DENG , N.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training C., LIN, X., AND DENG , N

Reference 21

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Observation 3a3c5e21-ea75-40d6-bd68-2a82a9c558c8 · outbound

This paper cites Analysis of Large- Scale Multi-Tenant GPU Clusters For DNN Training Workloads.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Analysis of Large- Scale Multi-Tenant GPU Clusters For DNN Training Workloads

Reference 22

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EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Unresolved cited work

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Observation 0a11f2f7-3cd4-44db-8fd9-4a890fc76211 · outbound

This paper cites N., S UN, X., C HOWDHURY , M., AND LIU, Z.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training N., S UN, X., C HOWDHURY , M., AND LIU, Z

Reference 24

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Observation 37fb1a7f-1121-4cdf-8be3-ed87b3fabdb1 · outbound

This paper cites Deep Learning.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Deep Learning

Reference 25

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EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Unresolved cited work

Reference 26

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Observation 450b3b85-d769-4e62-8519-29f5c1faa5bb · outbound

This paper cites Themis: Fair and Efficient GPU Cluster Scheduling.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Themis: Fair and Efficient GPU Cluster Scheduling

Reference 27

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Observation 756e4ade-553b-4d71-a900-f62a044f0433 · outbound

This paper cites Azure Databricks Documentation - GPU Clusters.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Azure Databricks Documentation - GPU Clusters

Reference 28

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Observation 4bcb69f6-5ce1-41d0-9d77-6f9a87c25572 · outbound

This paper cites Heterogeneity-Aware Cluster Scheduling Policies for Deep Learning Workloads.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Heterogeneity-Aware Cluster Scheduling Policies for Deep Learning Workloads

Reference 29

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Observation ca5a74ab-b09c-435f-9b40-468036d00af6 · outbound

This paper cites CUDA C Best Practices Guide - Calculating Occupancy.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training CUDA C Best Practices Guide - Calculating Occupancy

Reference 30

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Observation 300f2790-f74c-44af-a73f-d159aea64a13 · outbound

This paper cites CUDA C Best Practices Guide - Oc- cupancy.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training CUDA C Best Practices Guide - Oc- cupancy

Reference 31

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Observation 093a715b-f859-4834-a2d7-7f131b32df0e · outbound

This paper cites NVIDIA Data Center GPU Manager (DCGM).

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training NVIDIA Data Center GPU Manager (DCGM)

Reference 32

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Observation 6bad99ed-3c71-491d-9b7b-8affe8353e8b · outbound

This paper cites AI and Compute.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training AI and Compute

Reference 33

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Observation 44be7eff-1259-43a4-8cf9-48a81a9834e4 · outbound

This paper cites Carbon Emissions and Large Neural Network Training.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Carbon Emissions and Large Neural Network Training

Reference 34

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Observation 2fa8afa3-8ccb-42d4-a373-86be8b4f2073 · outbound

This paper cites PyTorch ImageNet Ex- amples.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training PyTorch ImageNet Ex- amples

Reference 35

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Observation 584c9250-173d-4978-9fc7-5dc3c9d7bdc8 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 36

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Observation e2ea5de0-f9b4-4b2c-979f-e5c8ab153b22 · outbound

This paper cites Multifactor Priority Plugin.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Multifactor Priority Plugin

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.513218Z

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Observation 3c152ceb-bf47-4494-8ffb-666f9d091c0e · outbound

This paper cites En- ergy Aware Consolidation for Cloud Computing.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training En- ergy Aware Consolidation for Cloud Computing

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.503788Z

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Observation a6576ecf-e832-4239-bdde-8e44638682e0 · outbound

This paper cites Orion: Interference-Aware, Fine-grained GPU Sharing for ML Applications.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Orion: Interference-Aware, Fine-grained GPU Sharing for ML Applications

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.494765Z

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Observation 865cd8d2-7c5e-4efa-83e1-e7e1b1507ae8 · outbound

This paper cites Energy and Policy Considerations for Modern Deep Learning Research.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Energy and Policy Considerations for Modern Deep Learning Research

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.486158Z

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Observation 8b05f850-a6a3-4cf3-996b-2ad043012052 · outbound

This paper cites K., M URTHY, A.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training K., M URTHY, A

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.476459Z

Source-reported events for the cited work

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Observation 7aa946e0-b7b3-4443-b80a-65c218e1b21e · outbound

This paper cites MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.466577Z

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Observation 1fb8c3e8-aaf5-4ce6-9d1b-85b1cd997c4c · outbound

This paper cites Transparent GPU Sharing in Container Clouds for Deep Learning Workloads.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Transparent GPU Sharing in Container Clouds for Deep Learning Workloads

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.454215Z

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Observation 5a9a0f6c-dc7f-4708-9443-61b21219796f · outbound

This paper cites Gandiva: Introspec- tive Cluster Scheduling for Deep Learning.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Gandiva: Introspec- tive Cluster Scheduling for Deep Learning

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.443453Z

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Observation 24ec401c-6687-45c2-85ba-21001a719068 · outbound

This paper cites AntMan: Dynamic Scaling on GPU Clusters for Deep Learning.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training AntMan: Dynamic Scaling on GPU Clusters for Deep Learning

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.433986Z

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

Observation 625af0ef-51c1-4a35-990d-0d90c6b57f68 · outbound

This paper cites B., J ETTE , M.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training B., J ETTE , M

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.425122Z

Source-reported events for the cited work

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Observation 2393a64d-efd5-40e0-af37-d4903ae7bcbb · outbound

This paper cites Salus: Fine-Grained GPU Sharing Primitives for Deep Learning Applications.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Salus: Fine-Grained GPU Sharing Primitives for Deep Learning Applications

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T18:04:27.333090Z

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EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training Unresolved cited work

Reference 48

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Observation 1a9b50ee-24a3-4ae1-9e8e-4c7422f568d6 · outbound

This paper cites An Empirical Study on Program Fail- ures of Deep Learning Jobs.

EaCO: Resource Sharing Dynamics and Its Impact on Energy Efficiency for DNN Training An Empirical Study on Program Fail- ures of Deep Learning Jobs

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:04:27.405113Z

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

No inbound Pith citation observations are available.