Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T05:59:51.090955Z
Paper Citation Record · LEDGER
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations)
As of 9 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2509.04721.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
Reference resolution
21 of 21 outbound references displayed
- verified exact3
- verified fuzzy10
- unresolved7
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation ca938d77-92c5-4683-ab0e-b51896acdd09 · outbound
This paper cites Internet of Things (IoT): A Literature Review,.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Internet of Things (IoT): A Literature Review,
Reference 1
- Resolution
- verified exact
- raw_fallback, observed 2026-08-05T05:59:51.585582Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 737f1b78-4538-4752-8539-edf658f2d243 · outbound
This paper cites Edge Computing: Vision and Challenges,.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Edge Computing: Vision and Challenges,
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:51.001120Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a4df998-1d13-4d79-9916-0b2aa2982eae · outbound
This paper cites Warden and D.
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.836339Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bbfc3868-2792-46f7-b8dc-f8eeb6feac32 · outbound
This paper cites Advancements in TinyML: Applications, Limitations, and Impact on IoT Devices,.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Advancements in TinyML: Applications, Limitations, and Impact on IoT Devices,
Reference 4
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-05T05:59:51.009638Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41d0df69-615c-4f8f-ae1a-e5962e33b5a4 · outbound
This paper cites To prune, or not to prune: exploring the efficacy of pruning for model compression.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) To prune, or not to prune: exploring the efficacy of pruning for model compression
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:51.014101Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c0355f5-22ad-405f-a709-efa4619f0fef · outbound
This paper cites DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T05:59:51.385163Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f9dc21af-7fdf-41c9-92aa-bfaefbbce044 · outbound
This paper cites Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:51.024183Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ccf0c99-4ce4-4e51-ac01-a64f43504ef5 · outbound
This paper cites Edge Impulse: An MLOps Platform for Tiny Machine Learning.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Edge Impulse: An MLOps Platform for Tiny Machine Learning
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T05:59:51.339196Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation da8619d8-66e8-4255-8086-15716266b025 · outbound
This paper cites Available: https: //www.raspberrypi.com/products/raspberry-pi-4-model-b/specifications/.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Available: https: //www.raspberrypi.com/products/raspberry-pi-4-model-b/specifications/
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.814196Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d3e61630-0905-4eab-8f32-d4bdeb94cddd · outbound
This paper cites Available: https:// docs.beagleboard.org/boards/beaglebone/ai-64/index.html.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Available: https:// docs.beagleboard.org/boards/beaglebone/ai-64/index.html
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.798291Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6ee6b146-a2e3-4afe-8993-8ae768d70071 · outbound
This paper cites Available: https://github.com/tensorflow/examples/blob/master/lite/%examples/ gesture classification.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Available: https://github.com/tensorflow/examples/blob/master/lite/%examples/ gesture classification
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.783908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f10f9fc8-da6a-4b54-b234-5aa7e64229cc · outbound
This paper cites Available: https://siliconlabs.github.io/ mltk/ static/kws overview/index.html.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Available: https://siliconlabs.github.io/ mltk/ static/kws overview/index.html
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.767783Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 59774874-af4b-4191-8290-9d9b6211a3be · outbound
This paper cites Available: https://pytorch.org/hub/pytorch vision mobilenet v2/.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Available: https://pytorch.org/hub/pytorch vision mobilenet v2/
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.744331Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5326471f-1c39-4061-a6cf-dcf3df1a46f2 · outbound
This paper cites [Online].
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.721629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 30989447-ed14-4f20-8459-576ce694d663 · outbound
This paper cites Power-Performance Char- acterization of TinyML Systems,.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Power-Performance Char- acterization of TinyML Systems,
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:51.059996Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d4734d2-6541-4c7e-82c9-f425f9595bdc · outbound
This paper cites MLPerf Tiny Benchmark.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) MLPerf Tiny Benchmark
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:51.067059Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 032b9bea-618f-4084-9809-1b156a8c19cc · outbound
This paper cites TensorFlow Lite Runtime for inference execution,.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) TensorFlow Lite Runtime for inference execution,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.700412Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f9a80a37-7676-4ac3-9139-6e3db9355501 · outbound
This paper cites Arya, Hand Gesture Recognition Dataset, Kaggle,.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Arya, Hand Gesture Recognition Dataset, Kaggle,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.680065Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f925f283-d6c4-4af2-83f1-f36fabd5b0fb · outbound
This paper cites Available: https://siliconlabs.github.io/mltk/docs/python api%/datasets/audio/ speech commands v2.html.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Available: https://siliconlabs.github.io/mltk/docs/python api%/datasets/audio/ speech commands v2.html
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.627983Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d31c54d4-129a-4f49-867e-781cc8856d69 · outbound
This paper cites an unresolved cited work.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:51.609093Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fdbee5cc-2556-4cae-8b57-68d2f2e8fea9 · outbound
This paper cites an unresolved cited work.
Real-Time Performance Benchmarking of TinyML Models in Embedded Systems (PICO: Performance of Inference, CPU, and Operations) Unresolved cited work
Reference 2021
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:51.656887Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
No inbound Pith citation observations are available.