Paper Citation Record · LEDGER

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization

As of 22 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2606.12077.

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

pith.paper-citation-record.v1
2606.12077 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T10:45:11.510854Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:35:53.913128Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T00:35:54.030961Z

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ebe51ff3-a8dc-49bf-a719-c3ba3adebe83 · outbound

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

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization The UEA multivariate time series classification archive, 2018

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-03T08:17:46.102546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b50a621e-22ee-4aaf-bd1c-66b418169cc9 · outbound

This paper cites Prediction of telephone calls load using echo state network with exogenous variables.Neural Networks, 71:204–213,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Prediction of telephone calls load using echo state network with exogenous variables.Neural Networks, 71:204–213,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09a34b3f-3a2a-4982-8fa5-74b5cd5c934f · outbound

This paper cites Time2feat: learning interpretable representations for multivariate time series clustering.Proceedings of the VLDB Endowment (PVLDB), 16(2):193–201,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Time2feat: learning interpretable representations for multivariate time series clustering.Proceedings of the VLDB Endowment (PVLDB), 16(2):193–201,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

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Observation 9d1630fe-7e19-4f55-b6a3-89df3a8d3a47 · outbound

This paper cites Learnable graph convolutional network and feature fusion for multi- view learning.Information Fusion, 95:109–119,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Learnable graph convolutional network and feature fusion for multi- view learning.Information Fusion, 95:109–119,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Unavailable: canonical work link unavailable.

Observation 787b790f-1a70-4580-99cb-67fb33e992d0 · outbound

This paper cites A fast granular-ball-based density peaks clustering algorithm for large-scale data.IEEE Transactions on Neural Networks and Learning Systems, 35:17202–17215,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization A fast granular-ball-based density peaks clustering algorithm for large-scale data.IEEE Transactions on Neural Networks and Learning Systems, 35:17202–17215,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e05da259-31da-46b5-9169-4c98a1f03043 · outbound

This paper cites Soft-dtw: a differentiable loss function for time-series.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Soft-dtw: a differentiable loss function for time-series

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56201374-b63c-4dba-ac22-a168e42f22ad · outbound

This paper cites The ucr time series archive.IEEE/CAA Journal of Automatica Sinica, 6(6):1293–1305,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization The ucr time series archive.IEEE/CAA Journal of Automatica Sinica, 6(6):1293–1305,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2ef656d-591c-4f2b-8730-333a33afa00c · outbound

This paper cites Fuzzy c-shape: A new algorithm for clustering fi- nite time series waveforms.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Fuzzy c-shape: A new algorithm for clustering fi- nite time series waveforms

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dad60875-9fe6-4f6a-b9fe-2002b9837f0e · outbound

This paper cites Deep multiview adaptive cluster- ing with semantic invariance.IEEE Transactions on Neu- ral Networks and Learning Systems, 35(9):12965–12978,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Deep multiview adaptive cluster- ing with semantic invariance.IEEE Transactions on Neu- ral Networks and Learning Systems, 35(9):12965–12978,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Unavailable: canonical work link unavailable.

Observation 03366163-6e9e-446d-bf65-0258de80d397 · outbound

This paper cites Time-series clus- tering based on the characterization of segment typologies.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Time-series clus- tering based on the characterization of segment typologies

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation f9b96630-35f0-4ff1-9cb7-8b81decda257 · outbound

This paper cites Time series clustering based on ica for stock data analysis.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Time series clustering based on ica for stock data analysis

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70b32e14-c454-4662-af67-288900b2fd38 · outbound

This paper cites an unresolved cited work.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d55c42b0-83f2-49e1-8adf-abfdc5eec101 · outbound

This paper cites echo state.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization echo state

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f91a854a-335f-4f3f-a0d0-caffae1bb535 · outbound

This paper cites Scalable fuzzy clustering with collaborative structure learning and preservation.IEEE Transactions on Fuzzy Systems, 33(9):3047–3060,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Scalable fuzzy clustering with collaborative structure learning and preservation.IEEE Transactions on Fuzzy Systems, 33(9):3047–3060,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation 355aaf0e-6a19-485e-bccf-99b677a810b1 · outbound

This paper cites Multiview clustering: A scalable and parameter-free bipartite graph fusion method.IEEE Trans- actions on Pattern Analysis and Machine Intelligence, 44(1):330–344,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Multiview clustering: A scalable and parameter-free bipartite graph fusion method.IEEE Trans- actions on Pattern Analysis and Machine Intelligence, 44(1):330–344,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation 7552d869-1606-4d49-9018-cc9175d63be0 · outbound

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

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Timesurl: Self-supervised contrastive learning for universal time series representation learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation ff71285c-15e4-4b00-acbf-3e87ead20a32 · outbound

This paper cites Views attention fusion of granular-ball fuzzy representations split for improved multi-view clustering.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Views attention fusion of granular-ball fuzzy representations split for improved multi-view clustering

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 989459a6-3d5a-4731-9270-a5cde4d73d02 · outbound

This paper cites Walk- ing walking walking: Action recognition from action echoes.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Walk- ing walking walking: Action recognition from action echoes

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53f32d81-3b58-4eee-bc7f-d0576bcf73eb · outbound

This paper cites Learning representations for time se- ries clustering.Advances in Neural Information Process- ing Systems, 32,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Learning representations for time se- ries clustering.Advances in Neural Information Process- ing Systems, 32,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Unavailable: canonical work link unavailable.

Observation f62121ce-7a24-41db-baac-2d29ebe7b33e · outbound

This paper cites Deepr-esn: A deep projection-encoding echo- state network.Information Sciences, 511:152–171,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Deepr-esn: A deep projection-encoding echo- state network.Information Sciences, 511:152–171,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation 4590a01f-c730-4f75-8615-60835ee6e6ea · outbound

This paper cites Deep temporal clus- tering: Fully unsupervised learning of time-domain fea- tures.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Deep temporal clus- tering: Fully unsupervised learning of time-domain fea- tures

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation 6ab5f9da-42f9-4c1b-81b9-03828dd7d7ed · outbound

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

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Mhccl: masked hierarchical cluster-wise contrastive learning for multivariate time series

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation 9b8ee771-f5ed-408e-a5d3-f41f02621693 · outbound

This paper cites Learning similarities between irregularly sampled short multivariate time series from ehrs.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Learning similarities between irregularly sampled short multivariate time series from ehrs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

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Observation 13e08e6d-86cb-48ca-8886-51c1f0c6bd7e · outbound

This paper cites Time series cluster kernel for learning similar- ities between multivariate time series with missing data.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Time series cluster kernel for learning similar- ities between multivariate time series with missing data

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

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Observation e419795e-140a-40b6-8e44-0bb9711d4a10 · outbound

This paper cites Grail: efficient time-series represen- tation learning.Proceedings of the VLDB Endowment, 12(11):1762–1777,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Grail: efficient time-series represen- tation learning.Proceedings of the VLDB Endowment, 12(11):1762–1777,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a241dcba-8a6e-4d19-ae1d-4749bce75308 · outbound

This paper cites k-shape: Efficient and accurate clustering of time series.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization k-shape: Efficient and accurate clustering of time series

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 503da2ae-f045-4b1b-b274-ed12bc8aa713 · outbound

This paper cites A global averaging method for dy- namic time warping, with applications to clustering.Pat- tern Recognition, 44(3):678–693,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization A global averaging method for dy- namic time warping, with applications to clustering.Pat- tern Recognition, 44(3):678–693,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4139feea-cf9d-471c-ab5c-3bd2c749a2ae · outbound

This paper cites Objective criteria for the evaluation of clustering methods.Journal of the Ameri- can Statistical association, 66(336):846–850,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Objective criteria for the evaluation of clustering methods.Journal of the Ameri- can Statistical association, 66(336):846–850,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb96e299-474a-4401-b94e-f940e64f2e5a · outbound

This paper cites Finding time series anomalies us- ing granular-ball vector data description.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Finding time series anomalies us- ing granular-ball vector data description

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

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Observation 5d870688-81d9-46be-982d-9a5cdb1e4dd2 · outbound

This paper cites Emotion recognition from speech signals via a probabilistic echo-state network.Pattern Recognition Letters, 66:4–12,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Emotion recognition from speech signals via a probabilistic echo-state network.Pattern Recognition Letters, 66:4–12,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation c92cc38a-86ae-4df4-9540-deb0b1026480 · outbound

This paper cites Intelligent dual stream cnn and echo state net- work for anomaly detection.Knowledge-Based Systems, 253:109456,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Intelligent dual stream cnn and echo state net- work for anomaly detection.Knowledge-Based Systems, 253:109456,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

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Observation 9e16ddef-af63-440d-a1d6-efb6128f9a72 · outbound

This paper cites Highly-efficient incomplete large-scale multi- view clustering with consensus bipartite graph.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Highly-efficient incomplete large-scale multi- view clustering with consensus bipartite graph

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

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Observation 985c864f-38cd-4c62-ae0a-4926aa717e23 · outbound

This paper cites Scalable multi-view graph clustering with cross-view corresponding anchor alignment.IEEE Transactions on Knowledge and Data Engineering,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Scalable multi-view graph clustering with cross-view corresponding anchor alignment.IEEE Transactions on Knowledge and Data Engineering,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3117456c-89df-410f-926c-d1fea040e9ef · outbound

This paper cites Granular ball computing classifiers for efficient, scalable and robust learning.Information Sciences, 483:136–152,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Granular ball computing classifiers for efficient, scalable and robust learning.Information Sciences, 483:136–152,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47626d66-6487-4525-b9c6-f7432d40dda0 · outbound

This paper cites An efficient and adaptive granular-ball generation method in classification problem.IEEE Transactions on Neural Networks and Learning Systems, 35(4):5319–5331,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization An efficient and adaptive granular-ball generation method in classification problem.IEEE Transactions on Neural Networks and Learning Systems, 35(4):5319–5331,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d5c4528-d250-4f5c-8fc8-0a8150b6ea85 · outbound

This paper cites Unsupervised deep embedding for clustering analysis.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Unsupervised deep embedding for clustering analysis

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

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Observation 1bb88add-47ac-416e-921e-d07ee7ffe500 · outbound

This paper cites an unresolved cited work.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09b80ed1-9c45-4554-a73d-eefa497cef11 · outbound

This paper cites Patterns of temporal variation in online media.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Patterns of temporal variation in online media

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0437f32-6eaf-406b-96cf-d3b8c1809d8d · outbound

This paper cites To- ward autonomous distributed clustering.IEEE Transac- tions on Emerging Topics in Computational Intelligence, 9(2):2065–2072,.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization To- ward autonomous distributed clustering.IEEE Transac- tions on Emerging Topics in Computational Intelligence, 9(2):2065–2072,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f498e981-bcd4-414b-bb5d-ab771d0bc8f1 · outbound

This paper cites Graph learning for mul- tiview clustering.IEEE Transactions on Cybernetics, 48(10):2887–2895, 2017.

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization Graph learning for mul- tiview clustering.IEEE Transactions on Cybernetics, 48(10):2887–2895, 2017

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-27T10:45:11.510854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6ae0f017-7cc5-41a0-b986-3c17baba22aa · inbound

Robust and Efficient Noisy-Label Time-Series Classification via Dynamic Time Warping Based Granular Ball Computing cites this paper.

Robust and Efficient Noisy-Label Time-Series Classification via Dynamic Time Warping Based Granular Ball Computing Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:35:54.037256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.