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Paper Citation Record · LEDGER

Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 24 inbound Pith citation observations for arXiv:2104.00950.

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

pith.paper-citation-record.v1
2104.00950 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 24 of 24 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:09:51.400209Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

118
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 3ab8f7e9-982a-4e8f-b974-42672255c08f · inbound

ST-Tree with Interpretability for Multivariate Time Series Classification cites this paper.

ST-Tree with Interpretability for Multivariate Time Series Classification Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 43

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no resolver link, observed 2026-08-12T18:22:59.982830Z

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Observation f6dc8c2f-ecf2-49a4-914e-08a069488d0a · inbound

Explainable AI for Multivariate Time Series Pattern Exploration: Latent Space Visual Analytics with Temporal Fusion Transformer and Variational Autoencoders in Power Grid Event Diagnosis cites this paper.

Explainable AI for Multivariate Time Series Pattern Exploration: Latent Space Visual Analytics with Temporal Fusion Transformer and Variational Autoencoders in Power Grid Event Diagnosis Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 11

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no resolver link, observed 2026-08-11T10:51:03.228197Z

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source=pdf_text observed=2026-08-11T10:51:03.228197Z digest=sha256:7bfa71f0ff948da16e297f4543420b2d2ec93162c0679ab5be744afdfa6ae267

Observation 2c228447-e58d-488d-975b-9c7d7cf3278f · inbound

Saliency Methods are Encoders: Analysing Logical Relations Towards Interpretation cites this paper.

Saliency Methods are Encoders: Analysing Logical Relations Towards Interpretation Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 31

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no resolver link, observed 2026-08-11T13:54:19.270545Z

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source=pdf_text observed=2026-08-11T13:54:19.270545Z digest=sha256:004348c1d8f3abcf96ea23d1a38a1ade2e4cb7dfeb422f06ac91988931553d6f

Observation 05ace966-d213-4e9a-a93c-b121e898ee0b · inbound

Surrogate Modeling for Explainable Predictive Time Series Corrections cites this paper.

Surrogate Modeling for Explainable Predictive Time Series Corrections Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 24

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no resolver link, observed 2026-08-10T23:53:39.066361Z

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source=pdf_text observed=2026-08-10T23:53:39.066361Z digest=sha256:77189236268303863abe6cf77408595c098ffaf045c0b99504e08c233a265798

Observation afd0a2e6-7108-444d-80e6-ce68214e9e37 · inbound

Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series Classification cites this paper.

Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series Classification Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 28

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no resolver link, observed 2026-08-11T15:42:41.345070Z

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source=pdf_text observed=2026-08-11T15:42:41.345070Z digest=sha256:c54f444fdd315b26ca7babc779722da1c28f5233ddc1dff5ffbcb12979ee5721

Observation 1762a48c-b121-45f3-9ad5-f1497c3529bd · inbound

The State of Post-Hoc Local XAI Techniques for Image Processing: Challenges and Motivations cites this paper.

The State of Post-Hoc Local XAI Techniques for Image Processing: Challenges and Motivations Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 69

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no resolver link, observed 2026-08-10T21:26:52.731269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:26:52.731269Z digest=sha256:d11ef7a475d57a6795fab2b17754616ddfb0e0b98b3b213a6c2b6b1dc1ab1bf3

Observation 9e94167b-b4c0-4bb3-b5b9-97aa885f5e07 · inbound

Explainability for Vision Foundation Models: A Survey cites this paper.

Explainability for Vision Foundation Models: A Survey Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 218

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no resolver link, observed 2026-08-10T17:26:35.831230Z

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source=pdf_text observed=2026-08-10T17:26:35.831230Z digest=sha256:27f163c6b4f72c3e98fd585859d6210b121841736a38316e96e947d2c29748ba

Observation ac749019-9b41-4640-b6c0-b86c8cc7b7c7 · inbound

Saliency Maps are Ambiguous: Analysis of Logical Relations on First and Second Order Attributions cites this paper.

Saliency Maps are Ambiguous: Analysis of Logical Relations on First and Second Order Attributions Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 48

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no resolver link, observed 2026-08-10T15:27:09.387297Z

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Observation 1b1ac4c7-a59d-4204-9d06-24ed177828ec · inbound

Unlocking the Black Box: Analysing the EU Artificial Intelligence Act's Framework for Explainability in AI cites this paper.

Unlocking the Black Box: Analysing the EU Artificial Intelligence Act's Framework for Explainability in AI Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 4

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Observation 012d8039-d0f9-4cfa-bffe-728d4bcd6585 · inbound

iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network cites this paper.

iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 24

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no resolver link, observed 2026-08-16T11:09:51.400209Z

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source=pdf_text observed=2026-08-16T11:09:51.400209Z digest=sha256:db93bbbd46a475f6043a4fd08b3bcb456b14e130fdbd34de9912c48502db4b2a

Observation ce052c1e-acb2-4166-8a0d-715b65f3f6e5 · inbound

Development and Explainability of Models for Machine-Learning-Based Reconstruction of Signals in Particle Detectors cites this paper.

Development and Explainability of Models for Machine-Learning-Based Reconstruction of Signals in Particle Detectors Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 7

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no resolver link, observed 2026-08-16T10:50:02.557186Z

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source=pdf_text observed=2026-08-16T10:50:02.557186Z digest=sha256:7de0a0df760a699c2e068ef7258a3c1c6f908920de22b04b90eab4398c5fda3b

Observation b28ee5e9-ec10-4643-a3df-c117808149f2 · inbound

CRITS: Convolutional Rectifier for Interpretable Time Series Classification cites this paper.

CRITS: Convolutional Rectifier for Interpretable Time Series Classification Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 18

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Observation 7bb23550-8dab-42bc-a4d8-31e8d6d9b226 · inbound

Wafer Defect Root Cause Analysis with Partial Trajectory Regression cites this paper.

Wafer Defect Root Cause Analysis with Partial Trajectory Regression Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 30

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no resolver link, observed 2026-08-06T13:38:47.830805Z

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Observation aea48f78-aced-4b4e-b753-5365dce539f9 · inbound

Cross-Process Defect Attribution using Potential Loss Analysis cites this paper.

Cross-Process Defect Attribution using Potential Loss Analysis Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 2021

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no resolver link, observed 2026-08-15T17:52:30.586506Z

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Observation 88dfcbcf-fee1-44ad-85ed-2d5f60c68fbe · inbound

Exposing Vulnerabilities in Explanation for Time Series Classifiers via Dual-Target Attacks cites this paper.

Exposing Vulnerabilities in Explanation for Time Series Classifiers via Dual-Target Attacks Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 2012

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no resolver link, observed 2026-08-03T05:20:52.684386Z

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Unavailable: canonical work link unavailable.

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Observation 2b415ce5-13ad-439f-93a1-3aca9f15d087 · inbound

L2GTX: From Local to Global Time Series Explanations cites this paper.

L2GTX: From Local to Global Time Series Explanations Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 2019

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no resolver link, observed 2026-08-02T18:16:45.865858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1e23e62c-47c5-443c-b1b2-95319ef807c8 · inbound

TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems cites this paper.

TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 1

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arxiv_id, observed 2026-05-10T22:35:50.463191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation cd555b39-88db-4bf9-9c10-056d94ee8a26 · inbound

Temporal Functional Circuits: From Spline Plots to Faithful Explanations in KAN Forecasting cites this paper.

Temporal Functional Circuits: From Spline Plots to Faithful Explanations in KAN Forecasting Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 50

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arxiv_id, observed 2026-05-11T18:36:09.100336Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation b6667651-f4ee-42b2-b64a-9665e909476f · inbound

ProtoSSL: Interpretable Prototype Learning from Unlabeled Time-Series Data cites this paper.

ProtoSSL: Interpretable Prototype Learning from Unlabeled Time-Series Data Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 59

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arxiv_id, observed 2026-05-11T05:00:56.725680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 53a5b5f9-6712-47ed-9011-b6988b84c992 · inbound

Reasoning-Aware Training for Time Series Forecasting cites this paper.

Reasoning-Aware Training for Time Series Forecasting Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 2

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metadata mismatch
arxiv_id, observed 2026-05-12T08:31:24.581868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation f8d58c27-5d63-4418-b023-12d38252532c · inbound

On What We Can Learn from Low-Resolution Data cites this paper.

On What We Can Learn from Low-Resolution Data Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 101

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arxiv_id, observed 2026-05-13T05:32:19.198877Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation ba57634a-69cb-43c2-a185-725206d50094 · inbound

INSIGHTS: Demonstration-Based Summaries of Time Series Predictors cites this paper.

INSIGHTS: Demonstration-Based Summaries of Time Series Predictors Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 23

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arxiv_id, observed 2026-05-20T20:53:43.479905Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-20T20:53:09.269198Z digest=sha256:bf76ce6af5940f775439efc3ff691519e4b82cdf7dfcd4f202cb33ed5e8c06d5

Observation 978d07c9-0d73-4652-a035-ecf7b776c9ec · inbound

Challenges of Explainability in Continual Learning for Time Series Forecasting cites this paper.

Challenges of Explainability in Continual Learning for Time Series Forecasting Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 8

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Observation 3b6008c7-95d8-4dd9-8f4e-415a008e1b54 · inbound

Context-Aware Concept Distillation for Trustworthy Flood Prediction cites this paper.

Context-Aware Concept Distillation for Trustworthy Flood Prediction Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey

Reference 18

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