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Paper Citation Record · LEDGER

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services

As of 11 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2501.02181.

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

pith.paper-citation-record.v1
2501.02181 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:20:54.663202Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

50 of 50 outbound references displayed

  • verified exact1
  • verified fuzzy47
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 37ed3401-def8-42fb-812c-0d39af2459c1 · outbound

This paper cites SMDP-Based Dynamic Batching for Efficient Inference on GPU-Based Platforms,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services SMDP-Based Dynamic Batching for Efficient Inference on GPU-Based Platforms,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.231206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.490659Z digest=sha256:d834dd7df6d9f169c7d334132027fc6005b0f0d2cbaeb5e506980ed1d04b50fa

Observation 487f1e51-353b-4ca3-9eca-19eacf370b6d · outbound

This paper cites GPU Implementation of Neural Networks,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services GPU Implementation of Neural Networks,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.221445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.495611Z digest=sha256:d10e1690340e8a94675e7281a6d1dcd7fd3d6ee725e48e22a251d60f545b9a63

Observation 5467cd0f-dc72-4dcb-9cbf-59b1936408ca · outbound

This paper cites MArk: Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference Serving,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services MArk: Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference Serving,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.211913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.499371Z digest=sha256:492e54f4421f0b38cb6867b34c6ab74430680fa36d31f616d87511a1c14df7ca

Observation 2d076523-0dc6-49e2-9efc-60d7713515d2 · outbound

This paper cites Clipper: A Low-Latency Online Prediction Serving System,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Clipper: A Low-Latency Online Prediction Serving System,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.201960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.503288Z digest=sha256:10da1e81c038ea8bb274dd49c589c1f11164d96630605156ddf59ef1cd461404

Observation 65744db7-3a11-4af1-841b-239fb9b76a28 · outbound

This paper cites McDRAM: Low Latency and Energy-Efficient Matrix Computations in DRAM,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services McDRAM: Low Latency and Energy-Efficient Matrix Computations in DRAM,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.191107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.506975Z digest=sha256:50bde650502b9b71f9d7770a2f66ff10094c0634b01a5520c5b233d43745c141

Observation 9e3fd83b-15ff-4cd7-8d42-2c4a41d379e5 · outbound

This paper cites Benchmarking TPU, GPU, and CPU Platforms for Deep Learning.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Benchmarking TPU, GPU, and CPU Platforms for Deep Learning

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T22:20:54.510900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:20:54.510900Z digest=sha256:186636948d7ef1f9b7404b7b383bbdf145c4b179031bacb3e51f0a85e78e67f9

Observation 75d66414-3005-44ef-9b9d-d9c7ad91766c · outbound

This paper cites NVIDIA AI inference platform technical overview,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services NVIDIA AI inference platform technical overview,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.181306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.515200Z digest=sha256:e6a55b29a106ea292f44cfb7bb49760be331675449df19c15fc419fd3ff5a4fc

Observation 38b11f89-4ff1-4849-9825-8e2ac3c56410 · outbound

This paper cites EAIS: Energy-Aware Adaptive Scheduling for CNN Inference on High-Performance GPUs,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services EAIS: Energy-Aware Adaptive Scheduling for CNN Inference on High-Performance GPUs,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.171061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.518579Z digest=sha256:ac9115154916abf4c104d19cfd89d697d51c6eaab47d9f6a50b2e0432a0133d6

Observation 4849ae03-3cc2-44fc-938b-6f302fef9e76 · outbound

This paper cites Energy-Efficient Online Scheduling of Transformer Inference Services on GPU Servers,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Energy-Efficient Online Scheduling of Transformer Inference Services on GPU Servers,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.161649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.521998Z digest=sha256:6c2c8ce1d20fe035ea43c461bc3f2ad491bad2bdfa53e63651fef62545a96397

Observation 68fa8748-f9c9-4aef-9d79-43edfc1df205 · outbound

This paper cites Packrat: Automatic Reconfiguration for Latency Minimization in CPU- Based DNN Serving,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Packrat: Automatic Reconfiguration for Latency Minimization in CPU- Based DNN Serving,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.151563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.525260Z digest=sha256:fdfa5bcb0e59ea720b6611560e9c67e5708c18d62665d01fb8a164af22d3acff

Observation 8d30126f-7d9c-47ef-869b-52c93317ffa8 · outbound

This paper cites Coordinated Batching and DVFS for DNN Inference on GPU Accelerators,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Coordinated Batching and DVFS for DNN Inference on GPU Accelerators,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.141704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.528464Z digest=sha256:1c6a9e9d03c2873426ddc4f7ee03748c9d7d5941ee0163165cc06d8046ddbc4a

Observation 5f6b7a63-1f71-4b2e-8235-eb337db52103 · outbound

This paper cites BATCH: Machine Learning Inference Serving on Serverless Platforms with Adaptive Batching,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services BATCH: Machine Learning Inference Serving on Serverless Platforms with Adaptive Batching,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.131212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.532100Z digest=sha256:6815f9254c9b93b34f1160f4116f878cb75e3c6b98fcbea22e573019adc47e59

Observation 14d344ed-2f74-4e27-a070-70b023100ddb · outbound

This paper cites CoFB: Latency-Constrained Co- Scheduling of Flows and Batches for Deep Learning Inference Service on the CPU–GPU System,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services CoFB: Latency-Constrained Co- Scheduling of Flows and Batches for Deep Learning Inference Service on the CPU–GPU System,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.120993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.535131Z digest=sha256:602804e51dac25379379736815a783741abdcdc22da13f8944c4b47c90bf877e

Observation 3588160d-e94e-4bcc-aad4-9747ca98f184 · outbound

This paper cites Lazy Batching: An SLA-Aware Batching System for Cloud Machine Learning Inference,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Lazy Batching: An SLA-Aware Batching System for Cloud Machine Learning Inference,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.110982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.538329Z digest=sha256:6071b5c61516611369d3d4bee2e3d294ae8e1e0f8e7ea7ab124d79f0e2de2298

Observation 2c2bca44-e07c-4c2c-bdad-5bea79d0f09d · outbound

This paper cites E2Bird: Enhanced Elastic Batch for Improving Responsiveness and Throughput of Deep Learning Services,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services E2Bird: Enhanced Elastic Batch for Improving Responsiveness and Throughput of Deep Learning Services,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.102308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.541257Z digest=sha256:d43b28aac50b8ddb81aebff70e0c6859b3712b6924f4227b7ee53919f4fb2251

Observation f857fd11-b58d-4b6c-b510-79cc4f2601c1 · outbound

This paper cites Google cloud prediction API documentation,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Google cloud prediction API documentation,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.092831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.544088Z digest=sha256:2c58685ea78781cd8e51dfda8e6464dca759b6534efdf6542c19ed627f3453aa

Observation f95df59a-277d-4897-b04b-f4fc7f172386 · outbound

This paper cites Going Deeper with Convolutions,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Going Deeper with Convolutions,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.083666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.547145Z digest=sha256:29e52bec13a5fddceccb333c3b9cc61df2977cb46521dbee1f941e6356272753

Observation 12ab70f3-0ca2-49d5-862d-260fb6cc3f95 · outbound

This paper cites Virtual Batching: Request Batching for Server Energy Conservation in Virtualized Data Centers,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Virtual Batching: Request Batching for Server Energy Conservation in Virtualized Data Centers,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.074463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.550174Z digest=sha256:2fb00c77dd0b7f62352aaadd521dd43cb9651a699e9291cd20ee7c7157371d23

Observation 953763a2-e38b-413a-82fd-73b4beed563b · outbound

This paper cites Adaptive Scheduling Parallel Jobs with Dynamic Batching in Spark Streaming,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Adaptive Scheduling Parallel Jobs with Dynamic Batching in Spark Streaming,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.063109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.553231Z digest=sha256:34b8a794d84d59a1bd7eee2a54af61b37b90213c8120d020b4150e43f5a6f369

Observation 8a40e6e0-c157-4d0d-943c-11bd8b96af4b · outbound

This paper cites DBS: Dynamic Batch Size For Distributed Deep Neural Network Training.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services DBS: Dynamic Batch Size For Distributed Deep Neural Network Training

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-10T22:20:54.699456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.556208Z digest=sha256:2e42bd6f0afd28cc8cc26fd24fc9acdb926030c361a39ac9ed27be9254096004

Observation 2588cac0-9b77-42a3-9fe5-0596b51aa399 · outbound

This paper cites Zeus: Understanding and Optimizing GPU Energy Consumption of DNN Training,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Zeus: Understanding and Optimizing GPU Energy Consumption of DNN Training,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.052565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.560213Z digest=sha256:c0b0d8db09e70c9ecc99625395bce5f11f213e5f316c7e0b93d5671a8f4d26ef

Observation 7fc49125-b1a2-4d7e-b6f8-f35d0ae729cb · outbound

This paper cites Energy- Latency Tradeoff for Dynamic Computation Offloading in Vehicular Fog Computing,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Energy- Latency Tradeoff for Dynamic Computation Offloading in Vehicular Fog Computing,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.040998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.563822Z digest=sha256:1ee7d667ca849500dc6e1dd57a8719c67e9fb050da033a2f84fc9acca2d89bbd

Observation aa111f3e-6c0d-45c1-9660-87d0aff16d86 · outbound

This paper cites QoS and Fairness Oriented Dynamic Computation Offloading in the Internet of Vehicles based on Estimate Time of Arrival,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services QoS and Fairness Oriented Dynamic Computation Offloading in the Internet of Vehicles based on Estimate Time of Arrival,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.027988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.567577Z digest=sha256:bb924f08e141149f759eca6b86d0f1515f78e46c565183ca4f1bfdae81ef3d3c

Observation deca11b8-ba76-4fa2-9511-76520c742468 · outbound

This paper cites Smart Healthcare: RL-Based Task Offloading Scheme for Edge-Enable Sensor Networks,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Smart Healthcare: RL-Based Task Offloading Scheme for Edge-Enable Sensor Networks,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.017557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.572202Z digest=sha256:8078abe93ec47d508c2c7a951e5ddf0c0bd34c5acbf41963e983fbaa8e5ca1bb

Observation 18634052-c4a4-43df-85db-7c029a5a774d · outbound

This paper cites SERF: Efficient Scheduling for Fast Deep Neural Network Serving via Judicious Parallelism,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services SERF: Efficient Scheduling for Fast Deep Neural Network Serving via Judicious Parallelism,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:55.006210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.575648Z digest=sha256:cda94277e7bcee228bd19dee23e8a44d86db2395cb7d61c93d32ca5e6de324c6

Observation 537233b0-608e-490b-aa5f-a9335177b6d8 · outbound

This paper cites AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.995748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.579057Z digest=sha256:5c01705fead00fd82429383ac83e76d60c730c8f5163ea24de87a4b01fc7d35d

Observation 10cfc59f-a086-40bb-ba22-cc628b1d89b7 · outbound

This paper cites Swift Machine Learning Model Serving Scheduling: A Region Based Re- inforcement Learning Approach,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Swift Machine Learning Model Serving Scheduling: A Region Based Re- inforcement Learning Approach,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.985261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.582562Z digest=sha256:4e0ba3346d94e53307e85b9bc32d392eea74e589fd9e77980cd8ff018dad7895

Observation 4a112f16-037c-4e16-a304-6ffaec9a88bb · outbound

This paper cites The Markov-Modulated Poisson Process (MMPP) Cookbook,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services The Markov-Modulated Poisson Process (MMPP) Cookbook,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.973797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.586408Z digest=sha256:9e2c0f295be95a668e9302636b626860a307861993ab063e0bcdf0d1aaab459d

Observation 3548bce6-d655-4a5e-b840-20c52b6b8f93 · outbound

This paper cites Queueing Analysis of GPU-Based Inference Servers with Dynamic Batching: A Closed-Form Characterization,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Queueing Analysis of GPU-Based Inference Servers with Dynamic Batching: A Closed-Form Characterization,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.962613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.589948Z digest=sha256:489451ea179cd960d6c5aab3c3ed54cd4c3670c812731bf60ca844431e5a6555

Observation f8ea57de-c10a-44c5-b2c8-fb5c1ec7bd4f · outbound

This paper cites Control and Optimization of Batch Processes,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Control and Optimization of Batch Processes,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.950744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.593390Z digest=sha256:2c2e425f6d5907714273c2269b5a5f51261dff13c2e6786627831abe46b5737a

Observation 4e88ae0c-032b-42cf-8f4a-105425ec9085 · outbound

This paper cites Bulk Service Queueing Models-A Survey,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Bulk Service Queueing Models-A Survey,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.939720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.596816Z digest=sha256:5a2773f17abfe851f69b276a85d6e19f4b0258d11757c54812f0a5c44dec1762

Observation 13ceea65-5d74-4269-94a9-6d59065d18a5 · outbound

This paper cites A Survey of Scheduling with Parallel Batch (p-Batch) Processing,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services A Survey of Scheduling with Parallel Batch (p-Batch) Processing,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.928540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.600048Z digest=sha256:dce2f8e83dd727b0892f8f39503b9162af854660f0c08c432ead3fa1251325d3

Observation 4894899d-a7db-4668-bc89-5069f1bc9468 · outbound

This paper cites Optimal Control of Batch Service Queues,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Optimal Control of Batch Service Queues,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.917375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.603483Z digest=sha256:b5a8645cb200004fb9bcfc1ca84aea7bb25aa989c3a3acf85c57366c5892dad1

Observation 62780a7b-ad98-455c-a68f-af1a763ec805 · outbound

This paper cites Optimal bulking threshold of batch service queues,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Optimal bulking threshold of batch service queues,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.906678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.607190Z digest=sha256:f7967959faa7dce35bb22ce88c2a17e9dc981d403a57463c1cbfaa307d982b97

Observation 6b08c3ab-b420-4af9-8b48-b8ff3c8672b7 · outbound

This paper cites Multiuser Co-Inference With Batch Processing Capable Edge Server,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Multiuser Co-Inference With Batch Processing Capable Edge Server,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.895831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.610839Z digest=sha256:c283d22c47bbdabed2fd7b958db22e2e427c8e4cfd758d932f4fb0637c1f3fbf

Observation 0db9b71b-8a43-4f8a-b1c4-7b52e42ebdc8 · outbound

This paper cites Latency and Throughput Characterization of Convo- lutional Neural Networks for Mobile Computer Vision,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Latency and Throughput Characterization of Convo- lutional Neural Networks for Mobile Computer Vision,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.884900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.614863Z digest=sha256:6554759085610ba4ea672c3b4bc485bbfdc5a2cf124c3339fdb950d71a77c70a

Observation 5f951e37-6a56-4415-953f-362bcc26bd53 · outbound

This paper cites A General Class of Bulk Queues with Poisson Input,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services A General Class of Bulk Queues with Poisson Input,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.874398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.618328Z digest=sha256:4a7b4fef81ae8151ce4a71628effc4d1a570350340237279809592da592694fc

Observation 3661ebcf-f6c4-40a0-9196-b07bc720946a · outbound

This paper cites Analysis and Optimal Control of a Queue with Infinite Buffer Under Batch-Size Dependent Versatile Bulk-Service Rule,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Analysis and Optimal Control of a Queue with Infinite Buffer Under Batch-Size Dependent Versatile Bulk-Service Rule,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.863765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.621788Z digest=sha256:40f892e4fb339abec3ba6018f4e71195dc46ee993306f645b3f4e773a153e3af

Observation 9459fa40-9d68-4b49-a0f7-0735bb237c76 · outbound

This paper cites On the Distribution of an Infinite-Buffer Queueing System with Versatile Bulk-Service Rule Under Batch-Size-Dependent Service Policy: M/G(a,y) n /1,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services On the Distribution of an Infinite-Buffer Queueing System with Versatile Bulk-Service Rule Under Batch-Size-Dependent Service Policy: M/G(a,y) n /1,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.853028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.625111Z digest=sha256:1d30b0d429df4c3dcf5a093ac8738498b384900887afeef72af5aedb3b8dca2a

Observation 02a174ca-d0c8-4694-9aaf-fc6fd46a8aca · outbound

This paper cites Analysis of Infinite Buffer General Bulk Service Queue with State Dependent Balking,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Analysis of Infinite Buffer General Bulk Service Queue with State Dependent Balking,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.841447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.628625Z digest=sha256:ac194a9d0ca8baccb2e9297faaa49af6a6a0acfb55d89df09a6f8a4e0ae120da

Observation e4821f4e-c06d-4050-af58-0ddab294cbf4 · outbound

This paper cites Exploiting Structure in Adaptive Dynamic Programming Algorithms for a Stochastic Batch Service Problem,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Exploiting Structure in Adaptive Dynamic Programming Algorithms for a Stochastic Batch Service Problem,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.829654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.632133Z digest=sha256:4950dc22d1bc2a5e9e04a6d4b71fa25b2d094c28ffd40c28202add448f4c602c

Observation 2ec71262-0383-4bee-b9e5-1c71b0406fa5 · outbound

This paper cites A Load-Balancing Problem for Distributed Bulk-Service Queues with Size-Dependent Batch Processing Times,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services A Load-Balancing Problem for Distributed Bulk-Service Queues with Size-Dependent Batch Processing Times,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.818748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.635688Z digest=sha256:c8c9ebb01156fa3d3fde29f57bb5748e6c6b8e5e1c310a73fc1c8bffa2f9635d

Observation c488c11f-66db-4341-aebc-e799543577db · outbound

This paper cites an unresolved cited work.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:20:54.807800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.639246Z digest=sha256:7712c775b16bf3505dc15f662283a3e1ff432725bc1a9d737269c306dd1931e4

Observation 2b66fb8c-79df-4dcb-b1d2-5b9e01944f31 · outbound

This paper cites Finite State Approximation Algorithms for Average Cost Denumerable State Markov Decision Processes,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Finite State Approximation Algorithms for Average Cost Denumerable State Markov Decision Processes,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.796594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.643063Z digest=sha256:525f7ffef426e02a30cba86a8cca15a00f92bf5fffa0bde6c45164a0fb49fe54

Observation 48d5f4e9-32ba-4f25-8cdf-8e2225795e1d · outbound

This paper cites Finite State Approximations for Denumerable State Infinite Horizon Discounted Markov Decision Processes with Unbounded Re- wards,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Finite State Approximations for Denumerable State Infinite Horizon Discounted Markov Decision Processes with Unbounded Re- wards,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.785055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.646703Z digest=sha256:bc059e84ff4a77835761d8d5fc9ee5ac8a015b910d97f78abbedbdcc0ca1c753

Observation 1b5c6f64-3812-4db3-9526-c10753dcd493 · outbound

This paper cites A Proof for the Queuing Formula: L = λW,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services A Proof for the Queuing Formula: L = λW,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.772431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.649881Z digest=sha256:77c0c83c1d1ac63a57bb93dcb3584b74b7be719f06c339b1e5883bb2330aece0

Observation 953f8eaf-ef80-41ad-a3cd-468c2950001b · outbound

This paper cites Optimal Control of Batch Service Queues with Finite Service Capacity and Linear Holding Costs,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Optimal Control of Batch Service Queues with Finite Service Capacity and Linear Holding Costs,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.761066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.653017Z digest=sha256:f77969a907ab276a32efc40a8fcc550cc44e9f5da0830b1c609ef00d66796431

Observation c69c3b54-f41f-4680-a22b-2501278d96e4 · outbound

This paper cites The Computation of Optimal Control Limits for a Queue with Batch Services,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services The Computation of Optimal Control Limits for a Queue with Batch Services,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.748987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.656334Z digest=sha256:321034b568cb012e0df3b6df4aad4e918ee3c24893db2c78f0ce11d926af218f

Observation 6513b5ff-0633-42b6-8034-b0eac649d82c · outbound

This paper cites Optimal Dispatching of an Infinite-Capacity Shuttle: Control at a Single Terminal,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Optimal Dispatching of an Infinite-Capacity Shuttle: Control at a Single Terminal,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.736283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.660019Z digest=sha256:7deb63a4d31e7fb112cfae59d74750ca2d438738f29a38b20ebb0f668fe3b7b9

Observation 3840680b-7e09-4609-8814-cc56f95c9325 · outbound

This paper cites Average Cost Semi-Markov Decision Processes and the Control of Queueing Systems,.

SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Average Cost Semi-Markov Decision Processes and the Control of Queueing Systems,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:20:54.724409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:20:54.663202Z digest=sha256:da2eb0e91a090a18c91ec8d44d74b09adf597187224ae6482c5a9d0954107e0b

Pith citing papers

No inbound Pith citation observations are available.