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Paper Citation Record · LEDGER

Is Self-Pretraining really useful to improve diagnosis in medical Time Series?

As of 8 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2608.06122.

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

pith.paper-citation-record.v1
2608.06122 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:34:38.542374Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

32 of 32 outbound references displayed

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  • verified fuzzy20
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 84756198-f321-4955-8a0a-be2dfcada2f1 · outbound

This paper cites Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors

Reference 1

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Observation b29b3d60-418d-4ecf-b720-065405a2d792 · outbound

This paper cites Towards Understanding Self-Pretraining for Sequence Classification.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Towards Understanding Self-Pretraining for Sequence Classification

Reference 2

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verified exact
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Observation 96e853b6-46d5-4f9d-817b-3993e164e213 · outbound

This paper cites Self-supervised pre-training for time series classification,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Self-supervised pre-training for time series classification,

Reference 3

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Source-reported events for the cited work

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Observation 6d7c4932-b838-43ad-97de-273b357ab953 · outbound

This paper cites TimeSiam: A Pre-Training Framework for Siamese Time-Series Modeling.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? TimeSiam: A Pre-Training Framework for Siamese Time-Series Modeling

Reference 4

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Source-reported events for the cited work

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Observation 5b2de4de-a7bb-4074-bc4b-e908b3b3a333 · outbound

This paper cites Self-supervised contrastive pre-training for time series via time-frequency consistency,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Self-supervised contrastive pre-training for time series via time-frequency consistency,

Reference 5

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verified fuzzy
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Source-reported events for the cited work

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Observation 11fdb452-df82-4280-8ec3-148a89ee7600 · outbound

This paper cites Self-supervised learning for time series analysis: Taxonomy, progress, and prospects,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Self-supervised learning for time series analysis: Taxonomy, progress, and prospects,

Reference 6

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation eac6ed63-a0a0-4483-8483-ef774131dd46 · outbound

This paper cites Self-supervised contrastive learning for medical time series: A systematic review,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Self-supervised contrastive learning for medical time series: A systematic review,

Reference 7

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Source-reported events for the cited work

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Observation ccaa7181-8fc0-439c-a54c-b83b8f5cce5d · outbound

This paper cites A survey on time-series pre-trained models,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? A survey on time-series pre-trained models,

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e2a49316-bf55-403c-b033-a7afbbd1e159 · outbound

This paper cites Multimodal pretraining of medical time series and notes,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Multimodal pretraining of medical time series and notes,

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ce97d72b-494b-405a-ba50-b61c8e5144a5 · outbound

This paper cites Contrastive pre-training for multimodal medical time series,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Contrastive pre-training for multimodal medical time series,

Reference 10

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation be831f0f-8213-4115-ba86-8236896e0503 · outbound

This paper cites Transehr: self-supervised transformer for clinical time series data,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Transehr: self-supervised transformer for clinical time series data,

Reference 11

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verified fuzzy
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Source-reported events for the cited work

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Observation 79c563c3-6f28-4d28-a935-3c1949af2ffc · outbound

This paper cites Primenet: Pre-training for irregular multivariate time series,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Primenet: Pre-training for irregular multivariate time series,

Reference 12

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verified fuzzy
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Source-reported events for the cited work

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Observation 59f43e88-8643-4b86-a55b-148795b1f6e3 · outbound

This paper cites TimeNet: Pre-trained deep recurrent neural network for time series classification.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? TimeNet: Pre-trained deep recurrent neural network for time series classification

Reference 13

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verified exact
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Source-reported events for the cited work

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Observation 91330d63-e448-403b-9df3-054b93ae1853 · outbound

This paper cites Large pre-trained time series models for cross-domain time series analysis tasks,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Large pre-trained time series models for cross-domain time series analysis tasks,

Reference 14

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verified fuzzy
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Source-reported events for the cited work

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Observation 6977acb0-5b2f-4703-8ac1-540f20cdd084 · outbound

This paper cites Simmtm: A simple pre-training framework for masked time-series modeling,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Simmtm: A simple pre-training framework for masked time-series modeling,

Reference 15

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verified fuzzy
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Source-reported events for the cited work

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Observation 680a9a93-81c9-4448-b59d-e9b8396f26ad · outbound

This paper cites Unimts: Unified pre-training for motion time series,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Unimts: Unified pre-training for motion time series,

Reference 16

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verified fuzzy
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Source-reported events for the cited work

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Observation ab2a63ce-ae9f-4b7f-837f-a176cd86a8cc · outbound

This paper cites Self pre-training with masked autoencoders for medical image classification and segmentation,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Self pre-training with masked autoencoders for medical image classification and segmentation,

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 02dcd5d8-3cb0-42ad-a353-8795a54f6323 · outbound

This paper cites Robust lane detection through self pre-training with masked sequential autoencoders and fine-tuning with customized polyloss,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Robust lane detection through self pre-training with masked sequential autoencoders and fine-tuning with customized polyloss,

Reference 18

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 328ce232-2068-47e0-a6d1-d8a42c7e61ec · outbound

This paper cites Self pre-training with single-scale adapter for left atrial segmentation,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Self pre-training with single-scale adapter for left atrial segmentation,

Reference 19

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verified fuzzy
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Source-reported events for the cited work

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Observation facd2d68-dbb1-4890-9ed8-b0cedd031009 · outbound

This paper cites Self pre-training with adaptive mask autoencoders for variable-contrast 3d medical imaging,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Self pre-training with adaptive mask autoencoders for variable-contrast 3d medical imaging,

Reference 20

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Source-reported events for the cited work

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Observation ea418050-bd69-47d1-a712-0f4d2a945fb5 · outbound

This paper cites Masked Autoencoder Self Pre-Training for Defect Detection in Microelectronics.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Masked Autoencoder Self Pre-Training for Defect Detection in Microelectronics

Reference 21

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verified exact
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Source-reported events for the cited work

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Observation 4c81d5b5-1e73-428e-941f-4a7c2c63a788 · outbound

This paper cites emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation

Reference 22

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Observation 27cc5fc6-1e93-4881-94dd-6da4a943b41c · outbound

This paper cites Effectiveness of self-supervised pre-training for speech recognition.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Effectiveness of self-supervised pre-training for speech recognition

Reference 23

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Source-reported events for the cited work

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Observation e6c3270d-3768-4f3c-a9f0-2b51280feeae · outbound

This paper cites Slip: Self-supervision meets language-image pre-training,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Slip: Self-supervision meets language-image pre-training,

Reference 24

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 3cbd7dee-650e-40c8-a4bd-9ef216bbd040 · outbound

This paper cites Rethinking pre-training and self-training,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Rethinking pre-training and self-training,

Reference 25

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verified fuzzy
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Source-reported events for the cited work

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Observation 95309a96-21f4-45a1-9b7d-c76a1ab87abb · outbound

This paper cites A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? A Survey on Self-supervised Pre-training for Sequential Transfer Learning in Neural Networks

Reference 26

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Source-reported events for the cited work

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Observation 065bcea7-6fdb-405c-82d2-ba0a1f4f4160 · outbound

This paper cites Are Large-scale Datasets Necessary for Self-Supervised Pre-training?.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Are Large-scale Datasets Necessary for Self-Supervised Pre-training?

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation aef5f3c7-99f0-4f4b-9c36-ce2d907cca35 · outbound

This paper cites A comprehensive, open-source dataset of lower limb biomechanics in multiple conditions of stairs, ramps, and level-ground ambulation and transitions,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? A comprehensive, open-source dataset of lower limb biomechanics in multiple conditions of stairs, ramps, and level-ground ambulation and transitions,

Reference 28

Resolution
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Source-reported events for the cited work

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Observation fc11338b-dcfe-4886-a147-1d90ed00221c · outbound

This paper cites A non-eeg biosignals dataset for assessment and visualization of neurological status,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? A non-eeg biosignals dataset for assessment and visualization of neurological status,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-07T14:34:38.777589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation a6c30663-7b5f-43a3-ba54-5c35f932fc8b · outbound

This paper cites Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals,

Reference 30

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Observation ac06f938-202f-4f45-b1c2-81577898acd7 · outbound

This paper cites A generalized wilcoxon test for comparing arbitrarily singly-censored samples,.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? A generalized wilcoxon test for comparing arbitrarily singly-censored samples,

Reference 31

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Observation 61f4ba1d-f495-4cbe-8b58-49c75a35abfa · outbound

This paper cites What is the bonferroni correction?.

Is Self-Pretraining really useful to improve diagnosis in medical Time Series? What is the bonferroni correction?

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Pith citing papers

No inbound Pith citation observations are available.