Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:20:54.663202Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:20:54.663202Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 37ed3401-def8-42fb-812c-0d39af2459c1 · outbound
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
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.
Observation 487f1e51-353b-4ca3-9eca-19eacf370b6d · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services GPU Implementation of Neural Networks,
Reference 2
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.
Observation 5467cd0f-dc72-4dcb-9cbf-59b1936408ca · outbound
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
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.
Observation 2d076523-0dc6-49e2-9efc-60d7713515d2 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Clipper: A Low-Latency Online Prediction Serving System,
Reference 4
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.
Observation 65744db7-3a11-4af1-841b-239fb9b76a28 · outbound
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
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.
Observation 9e3fd83b-15ff-4cd7-8d42-2c4a41d379e5 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Benchmarking TPU, GPU, and CPU Platforms for Deep Learning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75d66414-3005-44ef-9b9d-d9c7ad91766c · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services NVIDIA AI inference platform technical overview,
Reference 7
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.
Observation 38b11f89-4ff1-4849-9825-8e2ac3c56410 · outbound
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
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.
Observation 4849ae03-3cc2-44fc-938b-6f302fef9e76 · outbound
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
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.
Observation 68fa8748-f9c9-4aef-9d79-43edfc1df205 · outbound
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
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.
Observation 8d30126f-7d9c-47ef-869b-52c93317ffa8 · outbound
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
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.
Observation 5f6b7a63-1f71-4b2e-8235-eb337db52103 · outbound
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
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.
Observation 14d344ed-2f74-4e27-a070-70b023100ddb · outbound
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
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.
Observation 3588160d-e94e-4bcc-aad4-9747ca98f184 · outbound
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
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.
Observation 2c2bca44-e07c-4c2c-bdad-5bea79d0f09d · outbound
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
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.
Observation f857fd11-b58d-4b6c-b510-79cc4f2601c1 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Google cloud prediction API documentation,
Reference 16
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.
Observation f95df59a-277d-4897-b04b-f4fc7f172386 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Going Deeper with Convolutions,
Reference 17
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.
Observation 12ab70f3-0ca2-49d5-862d-260fb6cc3f95 · outbound
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
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.
Observation 953763a2-e38b-413a-82fd-73b4beed563b · outbound
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
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.
Observation 8a40e6e0-c157-4d0d-943c-11bd8b96af4b · outbound
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
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.
Observation 2588cac0-9b77-42a3-9fe5-0596b51aa399 · outbound
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
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.
Observation 7fc49125-b1a2-4d7e-b6f8-f35d0ae729cb · outbound
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
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.
Observation aa111f3e-6c0d-45c1-9660-87d0aff16d86 · outbound
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
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.
Observation deca11b8-ba76-4fa2-9511-76520c742468 · outbound
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
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.
Observation 18634052-c4a4-43df-85db-7c029a5a774d · outbound
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
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.
Observation 537233b0-608e-490b-aa5f-a9335177b6d8 · outbound
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
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.
Observation 10cfc59f-a086-40bb-ba22-cc628b1d89b7 · outbound
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
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.
Observation 4a112f16-037c-4e16-a304-6ffaec9a88bb · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services The Markov-Modulated Poisson Process (MMPP) Cookbook,
Reference 28
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.
Observation 3548bce6-d655-4a5e-b840-20c52b6b8f93 · outbound
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
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.
Observation f8ea57de-c10a-44c5-b2c8-fb5c1ec7bd4f · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Control and Optimization of Batch Processes,
Reference 30
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.
Observation 4e88ae0c-032b-42cf-8f4a-105425ec9085 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Bulk Service Queueing Models-A Survey,
Reference 31
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.
Observation 13ceea65-5d74-4269-94a9-6d59065d18a5 · outbound
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
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.
Observation 4894899d-a7db-4668-bc89-5069f1bc9468 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Optimal Control of Batch Service Queues,
Reference 33
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.
Observation 62780a7b-ad98-455c-a68f-af1a763ec805 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Optimal bulking threshold of batch service queues,
Reference 34
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.
Observation 6b08c3ab-b420-4af9-8b48-b8ff3c8672b7 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Multiuser Co-Inference With Batch Processing Capable Edge Server,
Reference 35
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.
Observation 0db9b71b-8a43-4f8a-b1c4-7b52e42ebdc8 · outbound
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
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.
Observation 5f951e37-6a56-4415-953f-362bcc26bd53 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services A General Class of Bulk Queues with Poisson Input,
Reference 37
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.
Observation 3661ebcf-f6c4-40a0-9196-b07bc720946a · outbound
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
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.
Observation 9459fa40-9d68-4b49-a0f7-0735bb237c76 · outbound
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
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.
Observation 02a174ca-d0c8-4694-9aaf-fc6fd46a8aca · outbound
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
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.
Observation e4821f4e-c06d-4050-af58-0ddab294cbf4 · outbound
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
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.
Observation 2ec71262-0383-4bee-b9e5-1c71b0406fa5 · outbound
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
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.
Observation c488c11f-66db-4341-aebc-e799543577db · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services Unresolved cited work
Reference 43
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.
Observation 2b66fb8c-79df-4dcb-b1d2-5b9e01944f31 · outbound
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
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.
Observation 48d5f4e9-32ba-4f25-8cdf-8e2225795e1d · outbound
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
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.
Observation 1b5c6f64-3812-4db3-9526-c10753dcd493 · outbound
SMDP-Based Dynamic Batching for Improving Responsiveness and Energy Efficiency of Batch Services A Proof for the Queuing Formula: L = λW,
Reference 46
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.
Observation 953f8eaf-ef80-41ad-a3cd-468c2950001b · outbound
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
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.
Observation c69c3b54-f41f-4680-a22b-2501278d96e4 · outbound
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
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.
Observation 6513b5ff-0633-42b6-8034-b0eac649d82c · outbound
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
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.
Observation 3840680b-7e09-4609-8814-cc56f95c9325 · outbound
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
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.
No inbound Pith citation observations are available.