Pith. sign in

Paper Citation Record · LEDGER

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

As of 10 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 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:29:22.773317Z

measured 32 of 32 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 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

  • verified exact0
  • verified fuzzy1
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6664fa73-a9a4-43cf-84b1-e15b58855e26 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.631161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.631161Z digest=sha256:052c54efb6e9deb7fcefe7cc6ac5d90ce8098cf15f950b02a4f3c2347ab2e2a0

Observation ba97faac-87f6-420a-b055-fb9b5e0cceb1 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.637714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.637714Z digest=sha256:629356c95c69828f7dd66d2bdd693b8714987ddfe8e7b5187178b75fa39b36f9

Observation 9c8cb23c-e4d0-49f9-ab54-8d01fa60c46d · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.643235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.643235Z digest=sha256:866791c66b5c937ae6df0245c30c00b4a31b3f39da3c4fed1d737dd0b0fc4a65

Observation 3619d871-626f-4dc8-9396-23576f0d20e1 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.648286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.648286Z digest=sha256:d79329628454dce787aaa14b7c5cd886b2141fbec8c0ecccf345f1a4f3274f30

Observation 2ac0418f-7e03-4814-986a-63a607d812db · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.653670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.653670Z digest=sha256:17c689bb2e12698328ecb1a80684662d41e11a3e5aec0446783b53412f91da98

Observation 75723648-a18a-460b-a56c-ab3100497e70 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.657963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.657963Z digest=sha256:06e754547f6221f9bafebdb1925e4a25fc8a46396cf368db9ba6232d45f369e2

Observation 776f136c-1d2d-4b6b-9504-2cef4fe0d810 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.662838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.662838Z digest=sha256:7e0206e925e4f4b321836fc226822d8f794da31975cbde79e5ff23b56942bda9

Observation d6bd8b69-833e-4a09-9541-2f3ad96017c2 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.667926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.667926Z digest=sha256:7e68a236deff3e90192dd142734f225f434bf186b6e8257818fe9cfa39d9524c

Observation 6e6cd9a4-0e30-4275-ae08-d4caf08ac70f · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.672431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.672431Z digest=sha256:2058af4150c491d267cb94f31b779adbe82a22c9c6dcace2f69eef332b2d4b7f

Observation bdb0b005-7f21-4c85-b33a-0bf763a30879 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.676908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.676908Z digest=sha256:654f7024eb9b1fb07ce18ebbd4409a2f587d4ad40c7de3e33c2298d8d49cc67c

Observation 87abd0dc-4941-4842-9815-c81ed5966735 · 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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:29:23.076945Z

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.

source=pdf_text observed=2026-08-10T04:29:22.680854Z digest=sha256:8282e147c9c16f8862afdfa78b2738fe8a9afbe7ce7b5ff2dad134256714cf4c

Observation 5f5598bb-f742-4d39-aa32-69ec3c95d967 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.684098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.684098Z digest=sha256:844230bac235f4c86b6da5f5d993854eb8c9bbc66ade735d78e25ee66119b768

Observation 3cab6307-c622-4d0d-b169-f1458aa4be9e · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.688383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.688383Z digest=sha256:d2bca78644f1c4454f63ab4ca362509af76914e6e84eb3cb1c57a095891ab3a8

Observation f7ed5f77-1e08-4a7f-9bd8-5c915c3f7eb8 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.692488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.692488Z digest=sha256:da65a19b588e66b7d0cd03a38472fab8d51501521b8ec2b1605c4ac85ff3be8a

Observation 5d37631b-af48-4099-818b-6b0b3dbaf036 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.696406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.696406Z digest=sha256:a9a4561053a5878b3e140659daa9d45cd3d614f08d701ab723069ba1bf11b8a5

Observation fb2d44d4-05eb-4d59-93a8-1bb2fc78d935 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.700406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.700406Z digest=sha256:316767991e675d3f91e47d834e7837df09145242f8cba7731c297fc7c0e8c56d

Observation 4ab76046-9b69-47e5-b770-a9de863ad053 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.704242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.704242Z digest=sha256:6bde8844804be65ef971d7fa82b706e3ee68ae10e62e58ad75a3eee9b783181b

Observation 1aff5d92-cedc-4264-b349-d155e4e20d51 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.708250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.708250Z digest=sha256:1baf06a2f95b839d1783bb9ee965094f46a940a0f45289adbdc545b9f799d4af

Observation 93fcc192-254f-4db0-9b9b-5f8963052368 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.712608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.712608Z digest=sha256:a220e5d0d44fc200b14d683d478c5a421d57decd3cf883c0b1cb712799ee5f9a

Observation 9e267edd-d987-4485-8c64-b8abcbe45b44 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.716907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.716907Z digest=sha256:e5192341685e1042212a21cd8d77d170695733d89cc75a55ac8acf9ce950b995

Observation 2f7da0df-f3b4-41f6-8925-69eebd90b1e5 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.721720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.721720Z digest=sha256:8653089f4dd94864f544d5ae5e5766558f5d056d73c1b2b2d732cf467c8331a7

Observation 91568008-84fe-4be4-84d6-d88c38f2ae7d · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.726620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.726620Z digest=sha256:58b15d21c17c644d4c288c67fe2301f00095dc596ff002e8b13608935bdeab4a

Observation c63ef606-487f-4a20-b1f7-8d91288ed88c · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.731299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.731299Z digest=sha256:742bc40af7402bca6a6ef5dd58b15a136f84feee948c8d31835eca2b99453537

Observation efbfedb3-153e-485d-b92d-64afd74217ed · 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
unresolved
no resolver link, observed 2026-08-10T04:29:22.736580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.736580Z digest=sha256:eb36e8dbc772fa824d62550b48e9090c2b0cfcb25e1a34ef31bff4d7ff7582ea

Observation be716274-0469-407a-a41d-a99e098682cd · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.740352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.740352Z digest=sha256:e31cc13a1c87e6942a99699ec576fdcfcf8153535232817da3b0f1308c888e38

Observation 09992e63-0583-41f7-9f06-0bb0b2fc55d3 · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.744114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.744114Z digest=sha256:d34b202a955e6e90c3b88b36f6b90c504eb4dfbb2b5213543205b8a8c34c7304

Observation 5627b679-612c-46bb-8a9a-0ee521e8e8ae · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.749469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.749469Z digest=sha256:32f3dacb30d2998c39da61636405fe6f5bf3395fe53e573bf105d74ee3788388

Observation 20e636d5-24e2-49c8-b095-2ed5370a2563 · 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
unresolved
no resolver link, observed 2026-08-10T04:29:22.754250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.754250Z digest=sha256:483b60c76ee8a489e2e694b793aa5f55bae68648a89f65240da4fe69f2208011

Observation 9e417452-0293-433f-ab9c-e49de550c1cb · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.759204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.759204Z digest=sha256:6f68850a854c1711514e3579ec037edd43e598368a02a80d0b4648a393adee7b

Observation fd4bc5a4-3fe7-46a0-baf9-fcf627e81cea · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.763961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.763961Z digest=sha256:e51fe3fe67353bea9b518bdebc0311d15047bcfced11d9c9b6f6ddb5582a0f61

Observation 29688be1-6a00-46da-977d-866aac847c6d · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.768974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.768974Z digest=sha256:5e1baf42f0dc900d15f3c584ca145d69577d0d40abb52d239bdb47a2fdc160e7

Observation b583a693-0221-4013-94ad-ee85b43dab5c · 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

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:22.773317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:29:22.773317Z digest=sha256:e2895383c2a7185a5367b227aadd802c4c786a2ee1794d203868d3a7cf20d733

Pith citing papers

No inbound Pith citation observations are available.