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Paper Citation Record · LEDGER

TopoCL: Topological Contrastive Learning for Time Series

As of 20 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2502.02924.

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

pith.paper-citation-record.v1
2502.02924 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:42:52.170851Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T21:29:27.529327Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T21:35:04.634006Z

Reference resolution

49 of 49 outbound references displayed

  • verified exact0
  • verified fuzzy39
  • unresolved10
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2354aa98-993d-4017-a2a8-40adcb772a72 · outbound

This paper cites A simple framework for contrastive learning of visual representations,.

TopoCL: Topological Contrastive Learning for Time Series A simple framework for contrastive learning of visual representations,

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7b70bf59-67e2-4332-b6ec-8f55811358b4 · outbound

This paper cites Momentum contrast for unsupervised visual representation learning,.

TopoCL: Topological Contrastive Learning for Time Series Momentum contrast for unsupervised visual representation learning,

Reference 2

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no resolver link, observed 2026-08-09T10:42:51.903589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f9037cf0-358d-4d71-b308-3e1336ea4e45 · outbound

This paper cites SimCSE: Simple contrastive learning of sentence embeddings,.

TopoCL: Topological Contrastive Learning for Time Series SimCSE: Simple contrastive learning of sentence embeddings,

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation db056b1c-ddba-4c82-bb2f-41704202a720 · outbound

This paper cites Ts2vec: Towards universal representation of time series,.

TopoCL: Topological Contrastive Learning for Time Series Ts2vec: Towards universal representation of time series,

Reference 4

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raw_fallback, observed 2026-08-09T10:42:52.953840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation c141f879-3cd5-4934-908d-bfab33a5d106 · outbound

This paper cites Timesurl: Self-supervised contrastive learning for universal time series representation learning,.

TopoCL: Topological Contrastive Learning for Time Series Timesurl: Self-supervised contrastive learning for universal time series representation learning,

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation af8ec9a3-551c-45a8-9e2b-81d77ff3514a · outbound

This paper cites CoST: Contrastive learning of disentangled seasonal-trend representations for time series forecasting,.

TopoCL: Topological Contrastive Learning for Time Series CoST: Contrastive learning of disentangled seasonal-trend representations for time series forecasting,

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 9fd47762-cccc-4387-ae19-eb75ab627be8 · outbound

This paper cites Time-series representation learning via temporal and contextual con- trasting,.

TopoCL: Topological Contrastive Learning for Time Series Time-series representation learning via temporal and contextual con- trasting,

Reference 7

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raw_fallback, observed 2026-08-09T10:42:52.902108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation b8a6f5f6-f3b1-43d8-b078-ce022105bad4 · outbound

This paper cites MHCCL: masked hierarchical cluster-wise contrastive learning for multivariate time series,.

TopoCL: Topological Contrastive Learning for Time Series MHCCL: masked hierarchical cluster-wise contrastive learning for multivariate time series,

Reference 8

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raw_fallback, observed 2026-08-09T10:42:52.884725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 5e075466-69db-4d99-b067-b789ad2b5f87 · outbound

This paper cites Topology and data,.

TopoCL: Topological Contrastive Learning for Time Series Topology and data,

Reference 9

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no resolver link, observed 2026-08-09T10:42:51.943177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 936c319f-e39b-4633-8607-f31feebe61c8 · outbound

This paper cites Stability of persis- tence diagrams,.

TopoCL: Topological Contrastive Learning for Time Series Stability of persis- tence diagrams,

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 4598c650-5f23-472e-8aa2-fbbc5836139b · outbound

This paper cites Statistical topological data analysis using persistence landscapes.

TopoCL: Topological Contrastive Learning for Time Series Statistical topological data analysis using persistence landscapes

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 5ebaaad3-a1ee-4ea2-9506-201f306e38a1 · outbound

This paper cites Persistence images: A stable vector representation of persistent homology,.

TopoCL: Topological Contrastive Learning for Time Series Persistence images: A stable vector representation of persistent homology,

Reference 12

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raw_fallback, observed 2026-08-09T10:42:52.822517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 584ddb1b-12d8-4687-a1f2-255a3d2d35f4 · outbound

This paper cites Supervised learning with indefinite topolog- ical kernels,.

TopoCL: Topological Contrastive Learning for Time Series Supervised learning with indefinite topolog- ical kernels,

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 4f2a4df5-094e-4759-bedd-7f7c9de2c401 · outbound

This paper cites Stochastic multiresolution persistent homology kernel.

TopoCL: Topological Contrastive Learning for Time Series Stochastic multiresolution persistent homology kernel

Reference 14

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raw_fallback, observed 2026-08-09T10:42:52.789421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation fbbdbcdb-0214-4d73-a96c-3ca2e7aae832 · outbound

This paper cites The persistence landscape and some of its properties,.

TopoCL: Topological Contrastive Learning for Time Series The persistence landscape and some of its properties,

Reference 15

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raw_fallback, observed 2026-08-09T10:42:52.773433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 9ec4c256-61ac-44f6-be66-ea4a52acffad · outbound

This paper cites Deep learning with topological signatures,.

TopoCL: Topological Contrastive Learning for Time Series Deep learning with topological signatures,

Reference 16

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raw_fallback, observed 2026-08-09T10:42:52.756883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 6a150d24-de14-4fa6-abdc-8fab241a9f0e · outbound

This paper cites Perslay: A neural network layer for persistence diagrams and new graph topological signatures,.

TopoCL: Topological Contrastive Learning for Time Series Perslay: A neural network layer for persistence diagrams and new graph topological signatures,

Reference 17

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raw_fallback, observed 2026-08-09T10:42:52.740038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 95f00fc5-5097-4a59-97a3-c913d2b074e0 · outbound

This paper cites Topological autoen- coders,.

TopoCL: Topological Contrastive Learning for Time Series Topological autoen- coders,

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 9d282dcb-b0d4-4a99-a301-6a726e75aa5a · outbound

This paper cites Pllay: Efficient topological layer based on persistent landscapes,.

TopoCL: Topological Contrastive Learning for Time Series Pllay: Efficient topological layer based on persistent landscapes,

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 60460fd4-93ae-4803-a743-c00565387443 · outbound

This paper cites Mixing up contrastive learning: Self-supervised representation learning for time series,.

TopoCL: Topological Contrastive Learning for Time Series Mixing up contrastive learning: Self-supervised representation learning for time series,

Reference 20

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raw_fallback, observed 2026-08-09T10:42:52.691824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation cc24d89e-ef00-4cda-88d3-940bf2a993b9 · outbound

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

TopoCL: Topological Contrastive Learning for Time Series Simmtm: A simple pre-training framework for masked time-series modeling,

Reference 21

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raw_fallback, observed 2026-08-09T10:42:52.674337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 63fbc7c1-5e81-4f54-9009-bfb0f06f79c3 · outbound

This paper cites Time series contrastive learning with information-aware augmentations,.

TopoCL: Topological Contrastive Learning for Time Series Time series contrastive learning with information-aware augmentations,

Reference 22

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raw_fallback, observed 2026-08-09T10:42:52.658461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 67915125-91c3-4cfa-b322-5dd989458919 · outbound

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

TopoCL: Topological Contrastive Learning for Time Series Self-supervised contrastive pre-training for time series via time-frequency consistency,

Reference 23

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raw_fallback, observed 2026-08-09T10:42:52.642777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 660282d2-470d-4ee4-810b-29895b0d1d85 · outbound

This paper cites Detecting strange attractors in turbulence,.

TopoCL: Topological Contrastive Learning for Time Series Detecting strange attractors in turbulence,

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation b3ef497d-00de-452d-ac24-b0caa3dd4e45 · outbound

This paper cites ¨Uber den h ¨oheren zusammenhang kompakter r ¨aume und eine klasse von zusammenhangstreuen abbildungen,.

TopoCL: Topological Contrastive Learning for Time Series ¨Uber den h ¨oheren zusammenhang kompakter r ¨aume und eine klasse von zusammenhangstreuen abbildungen,

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation a16596e9-06cf-4ff4-bc49-51012e3fb84c · outbound

This paper cites Pointnet: Deep learning on point sets for 3d classification and segmentation,.

TopoCL: Topological Contrastive Learning for Time Series Pointnet: Deep learning on point sets for 3d classification and segmentation,

Reference 26

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no resolver link, observed 2026-08-09T10:42:52.031717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation be47d354-2033-47ab-bf04-07b39aaf74af · outbound

This paper cites Deep sets,.

TopoCL: Topological Contrastive Learning for Time Series Deep sets,

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ce9ead41-6164-498c-9f04-a114c732ac3b · outbound

This paper cites Time-series anomaly detection service at Microsoft,.

TopoCL: Topological Contrastive Learning for Time Series Time-series anomaly detection service at Microsoft,

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation b5d8b7ea-cce9-4123-b6b2-07213ba1581c · outbound

This paper cites A benchmark dataset for time series anomaly detection,.

TopoCL: Topological Contrastive Learning for Time Series A benchmark dataset for time series anomaly detection,

Reference 29

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raw_fallback, observed 2026-08-09T10:42:52.552215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation a1e8c82a-be82-4ec7-bf5a-c428483876a2 · outbound

This paper cites Anomaly detec- tion in streams with extreme value theory,.

TopoCL: Topological Contrastive Learning for Time Series Anomaly detec- tion in streams with extreme value theory,

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 3b7bca81-d6ea-44af-b0a6-f08821daef08 · outbound

This paper cites Unsupervised anomaly detection via variational auto- encoder for seasonal kpis in web applications,.

TopoCL: Topological Contrastive Learning for Time Series Unsupervised anomaly detection via variational auto- encoder for seasonal kpis in web applications,

Reference 31

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raw_fallback, observed 2026-08-09T10:42:52.518653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 6ff1abfc-c9d2-4178-82d5-08a4ecd68239 · outbound

This paper cites Fourier transform based spatial outlier mining,.

TopoCL: Topological Contrastive Learning for Time Series Fourier transform based spatial outlier mining,

Reference 32

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raw_fallback, observed 2026-08-09T10:42:52.502493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation fbf4442a-76f9-4226-b781-924ff2e219f2 · outbound

This paper cites A novel technique for long-term anomaly detection in the cloud,.

TopoCL: Topological Contrastive Learning for Time Series A novel technique for long-term anomaly detection in the cloud,

Reference 33

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raw_fallback, observed 2026-08-09T10:42:52.487124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T10:42:52.071576Z digest=sha256:508ea0895889cb14a360ae1462956bb8cd3a72b4f9fae673f9f49b23de284f12

Observation 7280137a-ac53-4f28-b9db-a3655d2048a9 · outbound

This paper cites Luminol (github repository),.

TopoCL: Topological Contrastive Learning for Time Series Luminol (github repository),

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-09T10:42:52.077311Z digest=sha256:967d85c39fd2fa3de9b01f0865aee167e71d82aee14233b15ddeffe5c21a5c44

Observation 2c211e85-dbd3-4af3-a9c5-f01fefd23a47 · outbound

This paper cites The ucr time series archive,.

TopoCL: Topological Contrastive Learning for Time Series The ucr time series archive,

Reference 35

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no resolver link, observed 2026-08-09T10:42:52.083025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7093d458-0d2e-40cc-b9d7-62acd4e3592c · outbound

This paper cites The UEA multivariate time series classification archive, 2018.

TopoCL: Topological Contrastive Learning for Time Series The UEA multivariate time series classification archive, 2018

Reference 36

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Observation e1f47deb-8757-4912-886a-94c095754f30 · outbound

This paper cites Unsupervised scalable representation learning for multivariate time series,.

TopoCL: Topological Contrastive Learning for Time Series Unsupervised scalable representation learning for multivariate time series,

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 1b966d82-ba02-45e2-83da-b1e7f6f44401 · outbound

This paper cites A transformer-based framework for multivariate time series representation learning,.

TopoCL: Topological Contrastive Learning for Time Series A transformer-based framework for multivariate time series representation learning,

Reference 38

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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 2026-08-20T06:33:59.587034+00:00.

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Observation a0962fa2-322c-46f7-bccf-8eb6d9af52a2 · outbound

This paper cites Unsupervised represen- tation learning for time series with temporal neighborhood coding,.

TopoCL: Topological Contrastive Learning for Time Series Unsupervised represen- tation learning for time series with temporal neighborhood coding,

Reference 39

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation f241e98f-312a-4f45-bdbc-3f91055d7c0c · outbound

This paper cites Statistical comparisons of classifiers over multiple data sets,.

TopoCL: Topological Contrastive Learning for Time Series Statistical comparisons of classifiers over multiple data sets,

Reference 40

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ebd36a7b-e9e6-4ccc-807f-71a06fc0f437 · outbound

This paper cites Informer: Beyond efficient transformer for long sequence time-series forecasting,.

TopoCL: Topological Contrastive Learning for Time Series Informer: Beyond efficient transformer for long sequence time-series forecasting,

Reference 41

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Source-reported events for the cited work

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Observation f961d8bc-02b0-4c76-a093-77c9284f0649 · outbound

This paper cites En- hancing the locality and breaking the memory bottleneck of transformer on time series forecasting,.

TopoCL: Topological Contrastive Learning for Time Series En- hancing the locality and breaking the memory bottleneck of transformer on time series forecasting,

Reference 42

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Source-reported events for the cited work

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Observation f90e2184-8fde-400c-845f-a02ecd3a9b94 · outbound

This paper cites An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling.

TopoCL: Topological Contrastive Learning for Time Series An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

Reference 43

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no resolver link, observed 2026-08-09T10:42:52.135596Z

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Observation 2b03ffc6-d3b5-4d77-affc-3e7064c21bcc · outbound

This paper cites Modeling long-and short- term temporal patterns with deep neural networks,.

TopoCL: Topological Contrastive Learning for Time Series Modeling long-and short- term temporal patterns with deep neural networks,

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-09T10:42:52.350864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 68149d7a-ddca-4378-89c6-9623f787e2a9 · outbound

This paper cites Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state,.

TopoCL: Topological Contrastive Learning for Time Series Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state,

Reference 45

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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 2026-08-20T06:33:59.587034+00:00.

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Observation d8f03b6d-7ebc-4f69-9896-d7cdeba5ee68 · outbound

This paper cites uwave: Accelerometer-based personalized gesture recognition and its applica- tions,.

TopoCL: Topological Contrastive Learning for Time Series uwave: Accelerometer-based personalized gesture recognition and its applica- tions,

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-09T10:42:52.315793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 58df9405-8b0e-4471-a61e-89e9ebaf1b11 · outbound

This paper cites Condition monitoring of bearing damage in electromechanical drive systems by using motor current signals of electric motors: A benchmark data set for data-driven classification,.

TopoCL: Topological Contrastive Learning for Time Series Condition monitoring of bearing damage in electromechanical drive systems by using motor current signals of electric motors: A benchmark data set for data-driven classification,

Reference 47

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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 2026-08-20T06:33:59.587034+00:00.

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Observation 59d59572-fcb9-4e72-9d77-7ae849caf060 · outbound

This paper cites Physionet: components of a new research resource for complex physiologic signals,.

TopoCL: Topological Contrastive Learning for Time Series Physionet: components of a new research resource for complex physiologic signals,

Reference 48

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raw_fallback, observed 2026-08-09T10:42:52.280219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation d6a7c9e9-d073-4388-86e7-797b6e5db524 · outbound

This paper cites Ti-MAE: Self-Supervised Masked Time Series Autoencoders.

TopoCL: Topological Contrastive Learning for Time Series Ti-MAE: Self-Supervised Masked Time Series Autoencoders

Reference 49

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source=pdf_text observed=2026-08-09T10:42:52.170851Z digest=sha256:a6fbcdcac49f2018d5e4466ece3d6cb8225e20ec21dd0705c1001f074b324ddf

Pith citing papers

Observation 0af4c0b7-55d4-4e64-b65a-be690d81ce2b · inbound

TopoPrimer: The Missing Topological Context in Forecasting Models cites this paper.

TopoPrimer: The Missing Topological Context in Forecasting Models TopoCL: Topological Contrastive Learning for Time Series

Reference 20

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arxiv_id, observed 2026-06-30T21:35:04.635511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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