Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T10:54:45.853057Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 10 inbound Pith citation observations for arXiv:2411.18822.
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 2026-08-12T10:54:45.853057Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:12:28.242007Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-11T01:37:43.304212Z
39 of 39 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 532bc076-8ae2-4c88-878f-b1f308bb7c09 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data A deep learning approach to human activity recognition based on single accelerometer
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ef65a199-2460-41c2-b823-a6045c5b18b0 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data False negative masking for debiasing in contrastive learning
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d67b2957-ee60-4de7-9b52-dfdaddaa4f98 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Human activity recog- nition using inertial sensors with invariance to sensor orientation
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 51761366-94fd-459d-8f85-de78feed6724 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Solving the sensor-based activity recognition problem (soar): self-supervised, multi-modal recognition of ac- tivities from wearable sensors
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8e0a8446-b0a9-4398-8617-a84bbefa5988 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Deep Metric Learning for the Hemodynamics Inference with Electrocardiogram Signals
Reference 14
Source-reported events for the cited work
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Observation 360bc225-4fe4-4d54-830f-f869e1c1d7de · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Time-Series Contrastive Learning against False Negatives and Class Imbalance
Reference 15
Source-reported events for the cited work
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Observation 191797e0-3594-4ddf-93b8-58c7c54e4875 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Soft contrastive learning for time series
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 963abef8-db3b-4974-a3bd-77d97e6ad063 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data URL https://doi.org/10.1145/3699767
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b33f7c3-5b3b-4535-b4ac-c75bd6ea03fa · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data 13 Published as a conference paper at ICLR 2025 Mohammad Malekzadeh, Richard G Clegg, Andrea Cavallaro, and Hamed Haddadi
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fd428e48-04ee-44f4-bebf-bd8ce3728f4d · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data ECG-FM: An Open Electrocardiogram Foundation Model
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29a1e2ba-54ca-4f59-a0e2-0173695b1fd2 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Nightbeat: Heart Rate Estimation From a Wrist-Worn Accelerometer During Sleep
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 35ddb210-0ce5-46bb-933e-ac29c4e51106 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Exact dis- covery of time series motifs
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 265aa5b8-76b6-4dc5-830a-156a1e22f8fb · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data DINOv2: Learning Robust Visual Features without Supervision
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f20fe8e-d46d-4c6c-95ff-ab7cb669a766 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Tokenizing Single-Channel EEG with Time-Frequency Motif Learning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4b8bf8f-682e-4567-be1f-6a9f68580f7c · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Attila Reiss
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b130ff8e-15e6-4677-b5ce-7c2f5b0120d8 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data 14 Published as a conference paper at ICLR 2025 Daniel Roggen, Alberto Calatroni, Ricardo Nguyen-Dinh, Long-Vanand Chavarriaga, and Hesam Sagha
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e635ad26-1896-4391-a14d-67e559d72719 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 684e3ad5-4c2e-4124-b120-9bcd2396141b · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data CREMA: A Contrastive Regularized Masked Autoencoder for Robust ECG Diagnostics across Clinical Domains
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27c82308-ce1e-4459-96eb-9b35dcf16fd8 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Exploring Contrastive Learning in Human Activity Recognition for Healthcare
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce0cf541-ea75-4507-81c2-ae1c057bc496 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Attention is all you need
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 470dba1c-8195-405e-b808-98dc6756122a · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Accelerometry based classification of walking patterns using time-frequency analysis
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ae642569-4ea0-4a31-b7f4-97f8564e006c · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Unresolved cited work
Reference 35
Source-reported events for the cited work
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Observation a2b91ee9-5a9b-4eda-ba2b-f88edbcee68e · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Both SimCLR and AugPred creates instances from the original sequence via augmentations, and so they will be resistant to False Positives
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 348fd1e7-6f3f-4522-a2d9-ad03aabba904 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data T=256 the subsequence length, d=64 the embedding dimension, and k=15 the kernel size
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e5b910a7-bf3d-462a-98d2-425dca5dca7e · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data (2024) has released their code publicly here, which contains exact data split and gener- ations: https://github.com/OxWearables/ssl-wearables
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b235fe07-b850-4109-a743-3496d852023d · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data (2022) has not released their code publicly, we contacted the authors directly to ensure that we matched their exact splits and classes evaluated
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dc64959c-b67a-4468-87c5-a18a3c924abe · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data MOMENT: A Family of Open Time-series Foundation Models
Reference 1993
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f157f089-c914-4877-b814-159b160d80c4 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Aaqib Saeed, Tanir Ozcelebi, and Johan Lukkien
Reference 2010
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2797a5f-646f-4084-bd4e-99dcbe6d6476 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Jorge Reyes-Ortiz, Davide Anguita, Luca Oneto, and Xavier Parra
Reference 2012
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 962e5bf4-6580-4055-9a59-34e282998b63 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data We can see RelCon has the best performance
Reference 2014
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d4c679ab-8aab-479f-8131-caeba3f8ca0b · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data On the Opportunities and Risks of Foundation Models
Reference 2015
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fe78452-5ea9-49c4-86bf-a81e9bbe9119 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Harish Haresamudram, David V Anderson, and Thomas Pl ¨otz
Reference 2017
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 68077c74-f98a-41a7-b394-5ac36f1c6cf0 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data PaPaGei: Open Foundation Models for Optical Physiological Signals
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07889196-1cca-4fa7-8053-9db4563b18c7 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Masked reconstruction based self-supervision for human activity recognition
Reference 2019
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1866682e-eb8a-432f-ab78-14708a410907 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Contrastive predictive coding for human activity recognition
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5779a25a-a30c-4e7a-ab2d-e11b79aece16 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Exploring simple siamese representation learning
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ed385af9-8cb6-47e3-867f-7e46a9bf3984 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data URL https://doi.org/10.1145/3550299
Reference 2022
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 94ea2bb4-dbdd-4719-a0f7-35fb1f5d5384 · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data A decoder-only foundation model for time-series forecasting
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46b7b194-08c9-411e-a383-9fc8ad25151f · outbound
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Chronos: Learning the Language of Time Series
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d56c9d22-6bb8-4f71-ae38-ef71612316f2 · inbound
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f150528-74d7-4947-b1bb-360754d98d35 · inbound
Foundation Models for CPS-IoT: Opportunities and Challenges RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 133
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29fdae13-0cba-47f1-9df9-ed76563299c9 · inbound
Pulse-PPG: An Open-Source Field-Trained PPG Foundation Model for Wearable Applications Across Lab and Field Settings RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 108
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cef976ea-68aa-47e1-ae9f-3b94e61e0017 · inbound
LSM-2: Learning from Incomplete Wearable Sensor Data RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d5b91af-3dd6-4b4d-9efd-46c7678008f0 · inbound
Beyond Sensor Data: Foundation Models of Behavioral Data from Wearables Improve Health Predictions RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 508eecb2-84dd-4265-a2e5-c8fff3d9b687 · inbound
Foundation Models Defining A New Era In Sensor-based Human Activity Recognition: A Survey And Outlook RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 157
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c069df17-0693-4c4e-acb0-4c4b44bfbaed · inbound
Wearable AI in the Era of Large Sensor Models RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 985e1b39-0324-4133-9a69-de1f71d11b78 · inbound
A robust PPG foundation model using multimodal physiological supervision RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5765cd62-1675-46aa-a4f7-98b0992cb65d · inbound
Inertia-1: An Open Exploration of Wearable Motion Foundation Models RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 85594047-0a91-45fa-bc74-e3cde165e195 · inbound
A Diffusion-Model Subpopulation Digital Twin for Mobile Health Deployment: A Case Study on the HeartSteps Intervention RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.