Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T22:41:09.017528Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2505.06641.
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 2026-08-15T22:41:09.017528Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 575e1c1a-c781-46da-883e-a74929cef83a · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Applied machine learning at facebook: A datacenter infrastructure perspective,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2264e84e-0716-4956-81bc-2e631cf142a3 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge INFaaS: Automated model-less inference serving,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9f62a382-889e-408d-9c3e-2d9b89b410f9 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Holmes: Health online model ensemble serving for deep learning models in intensive care units,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9ff5cca6-9b34-4f7a-952e-9ed9cfe69e21 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Hercules: Heterogeneity-aware inference serving for at-scale personal- ized recommendation,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 86df435f-b8d6-4ad0-a4ed-8821f38268df · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Serving deep neural networks at the cloud edge for vision applications on mobile platforms,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6dcb3977-ea8c-4fc2-8581-a710f26f7413 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Octopus: Slo-aware progressive in- ference serving via deep reinforcement learning in multi-tenant edge cluster,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f64c770d-c72c-46dc-9911-ee5820fbe891 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Leveraging multi-modal data for efficient edge inference serving,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 68a71eb5-a50c-4e35-9f6d-ac8f43041091 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Sponge: Inference serving with dynamic slos using in-place vertical scaling,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9817bb47-dd96-4921-b0e5-1c6586d1d2ce · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge One size does not fit all: Quantifying and exposing the accuracy- latency trade-off in machine learning cloud service apis via tolerance tiers,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6e1f7892-4a6f-439c-9409-b79cfce91a82 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Qos-aware schedul- ing of heterogeneous servers for inference in deep neural networks,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 50995da5-3903-41da-a12d-153f1bea581d · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Scheduling with fully compressible tasks: Appli- cation to deep learning inference with neural network compression,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 51b7132f-b6fb-4dca-96dc-50331e6b2038 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge MArk: Exploiting cloud services for Cost-Effective, SLO-Aware machine learning inference serving,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 03d4ebdd-3c3d-430d-bd66-dc5b75fdacb0 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Proteus: A high-throughput inference-serving system with accuracy scaling,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 76c932e2-bbb7-4575-97a1-46f18011a441 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Loki: A system for serving ml inference pipelines with hardware and accuracy scaling,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b532f64b-d042-4f6a-bc82-d2f972615758 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Jellyfish: Timely inference serving for dynamic edge networks,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation adfdadf6-8573-4054-8cfe-3432231f6c1f · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Real-time video analytics: The killer app for edge computing,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 81804275-86ad-4b53-8d18-7c03b3a2400e · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8fae6d82-cb84-442a-ab30-60602c2b8288 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Audio- and video-based human activity recognition systems in healthcare,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0e27a021-b7dd-4906-ba9c-aafd5e8c7e4e · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a7e1f6f2-668b-424b-bdda-60ccd4834fa9 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Real-Time Arrhythmia Detection Using Hybrid Convolu- tional Neural Networks,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a10a940c-1cbe-49c1-b9e2-5d58dfaa87f4 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Machine learning for predicting epileptic seizures using eeg signals: A review,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 30bf278d-c071-49e3-8a62-08310f5e995a · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge A review of epileptic seizure detection using machine learning classifiers,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 99fbcc1b-6892-417c-a9c6-b1526ece15ff · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Prediction of respiratory decom- pensation in covid-19 patients using machine learning: The ready trial,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f027f906-3b6c-4624-bd63-eae7d1bcda71 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Identifying and monitoring respiratory compromise: Report from the rules and algorithms working group,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 66beb3ac-48fe-49d2-b122-e67afee50a44 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5b915234-df13-458c-a604-3f7226367905 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Complexity of task sequencing with deadlines, set-up times and changeover costs,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8af4c9f5-c119-4b5c-a103-66564b877463 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Metrics for Multi-Class Classification: an Overview
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4e9aa5a-b64c-4b5f-9ed2-b6b9acf7bed4 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Layercake: Efficient inference serving with cloud and mobile resources,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c1df342e-1799-4d94-9591-da08d427d1e2 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Model selection for latency- critical inference serving,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 23371edb-2812-4585-a6f1-0719a85d902e · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Clipper: A Low-Latency online prediction serving system,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 97eefbea-70d4-4b85-a415-7c108a668e7f · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Mmact: A large-scale dataset for cross modal human action under- standing,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ce3565d1-3cfc-4812-94f4-121b5bd93c48 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge X3d: Expanding architectures for efficient video recognition,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c8738893-9c83-4b3d-aa6b-53a2a2eb13f2 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Minirocket: A very fast (almost) deterministic transform for time series classification,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d5690e20-7db5-49bc-9e94-12fa45ece88e · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Multi-stage based feature fusion of multi-modal data for human activity recognition,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 116afb45-f664-48d8-af47-d2269ef196b8 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Speech commands: A public dataset for single-word speech recognition
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 93154809-12af-4725-b65c-c21d5feb5815 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Howl: A deployed, open-source wake word detection system,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f64ff17c-8939-4265-bdb4-9e577c01fadc · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a1406fba-8076-45d7-a3aa-c947f946b949 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge ECG arrhythmia classification using a 2-D convolutional neural network
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2278a2d0-d1b5-4980-b44c-478fb7125b2c · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Slo-aware inference scheduler for heterogeneous processors in edge platforms,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 01ce65e2-8953-45f9-ad2c-75116006912c · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge The faiss library,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0190d96d-86ed-4381-a9cd-f4fec5ba5153 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Kairos: Building cost- efficient machine learning inference systems with heterogeneous cloud resources,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8d89c40f-99b1-4456-9287-9678e3fe3ac0 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Interference-aware scheduling for inference serving,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9b5cd6ce-a354-429f-a5df-d871fb7e1ed5 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Inss: An intelligent scheduling orchestrator for multi-gpu inference with spatio-temporal sharing,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6d14ed0e-e65f-43fa-a8c9-59c2049988bd · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Elastic- room: Multi-tenant dnn inference engine via co-design with resource- constrained compilation and strong priority scheduling,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7b513ac6-5728-4eaf-909a-7775bd2869d3 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Mosel: Inference serving using dynamic modality selection,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 45cccccd-eacb-4f36-b7c9-afdb9f466737 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Splitrpc: A Control + Data path splitting rpc stack for ml inference serving,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d753ec75-cb55-458d-85c9-f16bcd420e95 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Sommelier: Curating dnn models for the masses,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2bb5d6bd-d042-48aa-bb1b-eaed6d14e129 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge EdgeSight: Enabling Modeless and Cost-Efficient Inference at the Edge
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a9de1706-d693-4d77-9979-c6de4924fcbe · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Edgeadaptor: Online configuration adaption, model selection and resource provisioning for edge dnn inference serving at scale,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 35a777c9-0eac-4739-a19b-0a7fea01b510 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge On-demand edge inference scheduling with accuracy and deadline guarantee,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 490930e9-e3ee-45aa-a899-4bf9eb852e4c · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Seamless hw-accelerated ai serving in het- erogeneous mec systems with ai@edge,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e266000b-eea2-4771-b540-712a8bb9b0f3 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Offloading Algorithms for Maximizing Inference Accuracy on Edge Device Under a Time Constraint
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7c0197c8-35a1-43f0-868d-b02ed1e658ee · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Optimizing deep learning inference on embedded systems through adaptive model selec- tion,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cfd37d7d-486d-49ab-810a-c392cd4f4ea9 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Dynamic dnn model selection and inference off loading for video analytics with edge-cloud collaboration,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5664f6ab-cf5c-4cb2-89ea-77a321066c26 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Neurosurgeon: Collaborative intelligence between the cloud and mobile edge,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a3a46a0c-ef9d-4a07-bb86-ea9c7f0158c2 · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Chameleon: Scalable adaptation of video analytics,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6a0e27ac-408c-4498-bb4e-4d8fb897493e · outbound
SneakPeek: Data-Aware Model Selection and Scheduling for Inference Serving on the Edge Ekya: Continuous learning of video analytics models on edge compute servers,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.