Paper Citation Record · LEDGER

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings

As of 10 August 2026, this Paper Citation Record lists 100 of 121 outbound references and 3 inbound Pith citation observations for arXiv:2502.01108.

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

pith.paper-citation-record.v1
2502.01108 v2

Coverage vector

measured 100 of 121 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T16:38:51.049778Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:29:47.767712Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T16:47:10.232339Z

Reference resolution

100 of 121 outbound references displayed

verified exact2
verified fuzzy0
unresolved97
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 45707e56-2dc0-4900-aa52-d7db232c8633 · outbound

This paper cites How Inarix is using DINOv2 to revolutionize the agricultural supply chain.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings How Inarix is using DINOv2 to revolutionize the agricultural supply chain

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.556916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 283139bc-587c-4698-8a9a-1b04d88eaa81 · outbound

This paper cites https://machinelearning.apple.com/research/ introducing-apple-foundation-models.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings https://machinelearning.apple.com/research/ introducing-apple-foundation-models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.563289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbcf6f4d-c6b2-4dbd-807b-e877beb93c1f · outbound

This paper cites Large-scale Training of Foundation Models for Wearable Biosignals.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Large-scale Training of Foundation Models for Wearable Biosignals

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.568450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68f06006-b719-4642-a748-d8f8d895bb81 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.573646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d14d59c-f58d-460f-80b3-3aef102217d6 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.578312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd4c652d-1441-4092-a975-dd9fac0b3919 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.583263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b2a3794-ad6d-44f7-a0cc-3f40c98e2908 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.588457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 893fda1e-36c6-4979-9137-8832b48c01ae · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.592878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9393f83e-0fa8-4d01-be26-1bb952a7615d · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.597198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b1a3f7-58be-4911-9ea3-2c67a4d10f68 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.601773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8b96c36-c92d-4e92-a65c-86d450ba249c · outbound

This paper cites Chronos: Learning the Language of Time Series.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Chronos: Learning the Language of Time Series

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.606667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb079c00-c3c9-41b8-92a2-ce23e6900585 · outbound

This paper cites Enhancing Performance and User Engagement in Everyday Stress Monitoring: A Context-Aware Active Reinforcement Learning Approach.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Enhancing Performance and User Engagement in Everyday Stress Monitoring: A Context-Aware Active Reinforcement Learning Approach

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.611600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75c008c0-9403-4ab8-9a85-78f09be6125b · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.616539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 783ee0b7-4af3-4fce-aa8e-6f4546c6c18f · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.620961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c61e7896-0cba-4d58-96e7-635dfa7e3be8 · outbound

This paper cites sigmoidF1: A Smooth F1 Score Surrogate Loss for Multilabel Classification.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings sigmoidF1: A Smooth F1 Score Surrogate Loss for Multilabel Classification

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.625455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bf1ec09-d317-4e4a-87e8-d0d9384f3544 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.630828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6ed3184-4a8f-49a3-a4fd-5397fa4b3593 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings On the Opportunities and Risks of Foundation Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.635457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 873548ea-c846-4029-9895-3f0151a5c2a7 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.640348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bc266c3-9ede-468e-aee0-4bf958a6885f · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.644881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b65faf11-f34e-434a-9623-37a593f53e1b · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.648832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a2bafc7-3fcd-4f38-a7cf-b3f94f0544ef · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.653054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fafc21fc-b257-4f26-a1d2-1751b4ea5009 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.657143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 793ee55c-31f4-4fe7-9168-fff4a2f3ba10 · outbound

This paper cites Interpretable Pre-Trained Transformers for Heart Time-Series Data.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Interpretable Pre-Trained Transformers for Heart Time-Series Data

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.662271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebe16a3d-7807-4cb1-93f1-390156fab516 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.667476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93e93d22-3357-44ee-95e2-480fa486986c · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.672379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43fa5022-8fae-4a3c-b169-1549fcc1751d · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.676772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50dfdace-62c7-4ad2-a892-c8d95f01a645 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.681439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae62cfd0-a6b9-4ce6-9941-474024e94c8a · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.685924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22161cd9-7dae-4b6c-8458-e9b16a5e0abb · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.695159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee4cd91a-8c72-4d58-b18b-712d82bd0467 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.699887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53600b11-d76d-43f8-a1ef-1dcef9b32144 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.704396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81a34b6e-c8df-4a52-bab9-7971a85a187b · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.708776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25d23188-4d3e-4aa0-b6b6-ca9d78a112a9 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.713422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a46d72a7-8f27-4c24-b85c-b4154582ebc4 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.718134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48385441-3c17-4360-ad48-02a24ee09ab7 · outbound

This paper cites MOMENT: A Family of Open Time-series Foundation Models.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings MOMENT: A Family of Open Time-series Foundation Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.722800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eac9a305-697c-4d6b-84bd-dfc621a834bd · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.727646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8482ea8d-b354-4820-980d-0c95f71483fe · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 37

Resolution: malformed identifier; no resolver link, observed 2026-08-09T16:38:50.732265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c3204bf-53d5-48d0-b20d-9fa1f3194819 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.736741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d4fff19-d72d-4d15-9e3e-328e93ef8724 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.741290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb376594-b9ca-43ff-9d36-f10e51c87a60 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.745638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa47ef8d-6e3a-480c-8dc7-bd672369b1b5 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.749943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b8d4469-e8b1-404a-868f-39abcbf84294 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.754826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea168f24-16f5-4e02-bff7-c0c765aaab76 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.763968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b50c061c-f577-4c05-a093-99aeb8cb519d · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.768567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fc7335f-05ab-4f3f-8e6d-552c80137c54 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.773050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f631d421-fcf9-4404-9bbc-ed76069bbec5 · outbound

This paper cites Finding "Good Views" of Electrocardiogram Signals for Inferring Abnormalities in Cardiac Condition.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Finding "Good Views" of Electrocardiogram Signals for Inferring Abnormalities in Cardiac Condition

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-09T16:38:51.559789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d03e1875-da43-416d-bf70-cb7be8416ac5 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.787383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f13b259-7515-4c5c-8fb4-d305b610b1ba · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.792479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83ce9699-6968-40aa-a704-1982daf94d52 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.630284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f237c452-035e-47db-a5d0-aa04ee8809ff · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.615680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e139a9bd-e865-4526-b108-cf5d26627af3 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.601007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 540b8edb-83e5-463e-b8d5-e85d14355bde · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.585508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1d582e27-b38a-46b6-a79e-f039971984e5 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.568674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2bc09254-daca-4262-ace2-703fc2d9d902 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.551911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 94ad692f-dccb-4635-82b3-89b19979ff10 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.535488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 939208ab-9691-4b72-8957-ddb580165cee · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.503518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 57104d06-4a11-4139-bb17-d5b1932219a9 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.487215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5e7639f8-9e7c-4978-9acc-a03342ada439 · outbound

This paper cites Dice Loss for Data-imbalanced NLP Tasks.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Dice Loss for Data-imbalanced NLP Tasks

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.840076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f0ff121-b1ba-4698-af53-260afcc3cb72 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.471451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 12dab22e-c04e-4aab-841a-31f17a4278dc · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.456777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2ea883f5-4abb-4e91-8ecd-c6aaa65e3534 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.442028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b390240c-51bc-4a0d-91b0-f4eff2952d0d · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.426945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ae4d27a1-4a95-4989-a4c8-6801be867c4e · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.865251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dd21da0-bb6c-44cc-ab84-5cf330157aba · outbound

This paper cites Unsupervised Representation Learning for Time Series: A Review.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unsupervised Representation Learning for Time Series: A Review

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.869980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d9c46f-3bab-4df6-b2fd-5b94ed32d0a8 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.401226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 09de6666-24f3-433c-be2e-451fa3ed45f6 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.385653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f6d4af2-2425-49fe-abd6-d25167634b09 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.370865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d4d1f087-95a5-4a08-9191-41ed8bb7ffc4 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.355193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ff728e84-815e-4e29-a885-547355820053 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.338957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1a952f74-1c26-458d-8e90-d7da767aaad7 · outbound

This paper cites Momentary Stressor Logging and Reflective Visualizations: Implications for Stress Management with Wearables.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Momentary Stressor Logging and Reflective Visualizations: Implications for Stress Management with Wearables

Reference 70

Resolution: verified exact; local_arxiv, observed 2026-08-09T16:38:51.505239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 929eabcd-fb47-4365-bbdc-cb5c584a08f5 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.324237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d1dd4fe-d976-4bd4-967b-0849a7a99225 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.309082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 00b2d431-f148-4807-9422-38b0e46e7336 · outbound

This paper cites Contrastive Learning for Unsupervised Domain Adaptation of Time Series.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Contrastive Learning for Unsupervised Domain Adaptation of Time Series

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.913244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24a4225f-cae2-42ed-b90e-82f57788f4d4 · outbound

This paper cites PaPaGei: Open Foundation Models for Optical Physiological Signals.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings PaPaGei: Open Foundation Models for Optical Physiological Signals

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.918121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36b04bf7-684f-461c-b0ce-2cadb3ce0727 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.293789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b329a53e-2d82-4876-bb36-d53dc8e3e3c9 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.276974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 145590a2-c293-4694-8f1d-b4a1751af2f6 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.260811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7fb7b278-265c-4a3d-9d84-2b984b1e60d9 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.243802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 67f46d44-b68b-4849-990e-9679e9ef75de · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.227231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation debec9c5-2af2-41ad-98b1-df3421323275 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.212712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 077d0dd2-1efd-451e-8849-0d73e42dcc42 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.950944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 227909e2-5deb-4f1e-a182-5ee8cbbc2988 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:50.955386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0994cba8-ebe2-4576-851b-244ccc2ad9e5 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.175012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fc55ca94-fce7-49e1-a95b-2d1bb6377762 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.158369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 198e8f33-a5e1-4d60-9221-23d6a3a95289 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.140933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4e01974e-2851-4826-a1f5-86084d7c93ef · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.122279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4c3a8b9f-652b-4655-8e57-efc7c4780d81 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.105186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a40c71f3-e95b-4fe4-a049-41008074f830 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.088453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e4ee94e0-e252-4834-b4f3-0ed4eb1a22ca · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.055977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5475afa1-7dc6-46c7-9761-0897c0b744c9 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:51.002541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4476bfee-e996-43e0-a348-9ddbdbcb61e8 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.028316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 946c39b7-92f0-4d62-a3b7-71449f9b340e · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:52.012472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation de40d8c6-f33d-40f1-9535-ce68c794c262 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:51.990846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 75f7dae9-d7ed-4231-8702-10a5223c6623 · outbound

This paper cites Exploring Contrastive Learning in Human Activity Recognition for Healthcare.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Exploring Contrastive Learning in Human Activity Recognition for Healthcare

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:51.021380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54817f24-0e63-4ab7-a5ea-2c803a899ae7 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:51.974618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3bf2f479-f7dd-465d-9e03-14528decb5f8 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:51.958672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c8f72020-b844-4870-8b27-dadb811c9db0 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:51.943114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 80e3ff7f-4c56-4299-9d66-1a5401d1839f · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:51.926441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a67d5d85-895a-4355-9d88-df074d5cd7f6 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-09T16:38:51.044753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bd4f18b-1fd4-4a6e-b138-bc3333bf16d0 · outbound

This paper cites an unresolved cited work.

Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings Unresolved cited work

Reference 102

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:38:51.898627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 286b5a07-8675-418f-8de4-cf917ffaa35f · inbound

LSM-2: Learning from Incomplete Wearable Sensor Data cites this paper.

LSM-2: Learning from Incomplete Wearable Sensor Data Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:47.767712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7376f42-657f-41df-81d1-43db90ba1637 · inbound

Wearable AI in the Era of Large Sensor Models cites this paper.

Wearable AI in the Era of Large Sensor Models Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:30:58.034633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b6b4d73c-2013-46b5-9c35-719b1fd7ed48 · inbound

A robust PPG foundation model using multimodal physiological supervision cites this paper.

A robust PPG foundation model using multimodal physiological supervision Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:47:10.233733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.