Paper Citation Record · LEDGER

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity

As of 14 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2608.08119.

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

pith.paper-citation-record.v1
2608.08119 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:27:48.985736Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

44 of 44 outbound references displayed

verified exact3
verified fuzzy18
unresolved23
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 435771f3-1f1f-46a7-9a51-cc0e51c226ee · outbound

This paper cites Gluonts: Probabilistic and neural time series modeling in python.Journal of Machine Learning Research, 21(116):1–6, 2020.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Gluonts: Probabilistic and neural time series modeling in python.Journal of Machine Learning Research, 21(116):1–6, 2020

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:54.634750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 71c16259-dba2-468d-9835-d70d22db441b · outbound

This paper cites Geometric dataset distances via optimal transport.Advances in Neural Information Processing Systems, 33:21428–21439, 2020.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Geometric dataset distances via optimal transport.Advances in Neural Information Processing Systems, 33:21428–21439, 2020

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:47.715784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc49ab03-5ecd-438c-8434-45a4eb844170 · outbound

This paper cites Chronos: Learning the Language of Time Series.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Chronos: Learning the Language of Time Series

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:47.735568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11a279fc-05f3-4733-b11d-40c36aef3c90 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations.Advances in neural information processing systems, 33:12449–12460, 2020.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity wav2vec 2.0: A framework for self-supervised learning of speech representations.Advances in neural information processing systems, 33:12449–12460, 2020

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:47.756466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 396ae5fc-5009-415c-8375-7148eb59385c · outbound

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

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity The UEA multivariate time series classification archive, 2018

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:47.786896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2184f23-6bbc-47a0-9c05-65339e4d8ed0 · outbound

This paper cites Recurrent neural networks for multivariate time series with missing values.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Recurrent neural networks for multivariate time series with missing values

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:47.804752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53fd3198-0dca-42c9-9a6d-781ad9ef97e4 · outbound

This paper cites Measuring Time-Series Dataset Similarity using Wasserstein Distance.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Measuring Time-Series Dataset Similarity using Wasserstein Distance

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:27:50.973770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 030f02f2-8c38-484f-b1da-b64c242ae7e0 · outbound

This paper cites Nearest neighbor pattern classification.IEEE transactions on information theory, 13(1):21–27, 1967.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Nearest neighbor pattern classification.IEEE transactions on information theory, 13(1):21–27, 1967

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:47.822067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa43f7f4-3e92-4ffa-be81-4b91b9128b81 · outbound

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

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Soft-dtw: a differentiable loss function for time-series

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:54.064759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 68f705c7-b04d-486b-978a-963c2eb2740e · outbound

This paper cites A decoder-only foundation model for time-series forecasting.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity A decoder-only foundation model for time-series forecasting

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:47.841466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99d1e5bf-23d4-499d-89b0-a12debca838e · outbound

This paper cites Querying and mining of time series data: Experimental comparison of representations and distance measures.Proc.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Querying and mining of time series data: Experimental comparison of representations and distance measures.Proc

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:54.001570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6aec64e8-57d3-4fd5-a216-484cff737ec8 · outbound

This paper cites The impact of data set similarity and diversity on transfer learning success in time series forecasting.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity The impact of data set similarity and diversity on transfer learning success in time series forecasting

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:47.884749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 504493c7-63b7-406a-a95e-89a4b00cd2c7 · outbound

This paper cites Fast subsequence matching in time-series databases.ACM Sigmod Record, 23(2):419– 429, 1994.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Fast subsequence matching in time-series databases.ACM Sigmod Record, 23(2):419– 429, 1994

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:53.854759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a4d458a1-bd39-4927-abef-d4f516f33a58 · outbound

This paper cites Transfer learning for time series classification.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Transfer learning for time series classification

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:53.694758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 525cf873-75d9-47bd-afad-5afd483f60db · outbound

This paper cites Computational optimal transport with applica- tions to data sciences.Foundations and Trends®in Machine Learning, 11(5-6):355– 607, 2019.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Computational optimal transport with applica- tions to data sciences.Foundations and Trends®in Machine Learning, 11(5-6):355– 607, 2019

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:53.524764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0361db37-14f9-4e65-ae2a-c31b99b86af4 · outbound

This paper cites A kernel two-sample test.The journal of machine learning research, 13(1):723–773, 2012.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity A kernel two-sample test.The journal of machine learning research, 13(1):723–773, 2012

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.081448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8c4c4e6-9421-4a92-aa89-ca58502cf4c0 · outbound

This paper cites Retrieval Augmented Time Series Forecasting.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Retrieval Augmented Time Series Forecasting

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.114752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7c3919c-ce1d-4497-9bdc-116546fd9811 · outbound

This paper cites Multitask learning and benchmarking with clinical time series data.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Multitask learning and benchmarking with clinical time series data

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.136069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7ad5ba0-8a01-4b96-a7dd-d36af1247b15 · outbound

This paper cites Darts: User-friendly modern machine learning for time series.Journal of Machine Learning Research, 23(124):1–6, 2022.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Darts: User-friendly modern machine learning for time series.Journal of Machine Learning Research, 23(124):1–6, 2022

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:53.205384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4448230f-3211-4ed4-a4fb-11dca8823ec3 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium.Advances in neural information processing systems, 30, 2017.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Gans trained by a two time-scale update rule converge to a local nash equilibrium.Advances in neural information processing systems, 30, 2017

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.209879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 420bc1a0-bc8a-420e-a58f-9ec339469b10 · outbound

This paper cites Time-llm: Time series forecasting by reprogramming large language models.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Time-llm: Time series forecasting by reprogramming large language models

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:53.054755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c06d1dba-3568-460c-b9f8-68beace16c06 · outbound

This paper cites Unitime: A language-empowered unified model for cross-domain time series forecasting.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Unitime: A language-empowered unified model for cross-domain time series forecasting

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:52.918362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a1620a9e-052e-4ad5-b1a4-b1b722667a60 · outbound

This paper cites sktime: A Unified Interface for Machine Learning with Time Series.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity sktime: A Unified Interface for Machine Learning with Time Series

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.279455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5aa266b7-852b-4eee-ad04-f5d04357d5e2 · outbound

This paper cites ClimaX: A foundation model for weather and climate.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity ClimaX: A foundation model for weather and climate

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.324753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70d7703a-6e6b-4715-b11f-71edf21097f3 · outbound

This paper cites an unresolved cited work.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:27:52.796557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ec1fbc6b-6569-49bd-b46d-f92276873775 · outbound

This paper cites Match-and-deform: Time series domain adap- tation through optimal transport and temporal alignment.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Match-and-deform: Time series domain adap- tation through optimal transport and temporal alignment

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:52.644751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a0dfe36a-fbc3-4119-bbfa-83705d50ae46 · outbound

This paper cites Tsb-uad: An end-to-end benchmark suite for univariate time-series anomaly detection.Proc.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Tsb-uad: An end-to-end benchmark suite for univariate time-series anomaly detection.Proc

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:52.560676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 67f4cf8e-5b0e-4020-84e1-ee42eb89f524 · outbound

This paper cites an unresolved cited work.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.454869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30ca34c9-2f5c-499f-8637-bd5eba6636b7 · outbound

This paper cites an unresolved cited work.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.494751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e98cc7ad-1e3a-475d-ae60-69c005fa3114 · outbound

This paper cites A global averaging method for dynamic time warping, with applications to clustering.Pattern recognition, 44(3):678–693, 2011.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity A global averaging method for dynamic time warping, with applications to clustering.Pattern recognition, 44(3):678–693, 2011

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.544752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4043e460-9591-4c8e-ac32-c9fcd654348e · outbound

This paper cites TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.595570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95bdcc98-71ec-42dd-a4d6-8d30b7c5faa8 · outbound

This paper cites Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.664874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c32923fe-b09e-4124-9386-8ab6d5870768 · outbound

This paper cites Dynamic programming algorithm optimization for spoken word recognition.IEEE transactions on acoustics, speech, and signal processing, 26(1):43–49, 1978.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Dynamic programming algorithm optimization for spoken word recognition.IEEE transactions on acoustics, speech, and signal processing, 26(1):43–49, 1978

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.715353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f21927e5-fbbe-44ea-8ab7-f1a84c1743a3 · outbound

This paper cites Time-moe: Billion-scale time series foundation models with mixture of experts.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Time-moe: Billion-scale time series foundation models with mixture of experts

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:52.064814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 563b3f3c-c80e-46f8-8db1-cd3857915fb7 · outbound

This paper cites Quantifying Data Similarity Using Cross Learning.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Quantifying Data Similarity Using Cross Learning

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:27:49.764765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4eb08a1d-bfe6-4208-930e-c19dd60a5e2c · outbound

This paper cites Tslearn, a machine learning toolkit for time series data.Journal of machine learning research, 21(118):1–6, 2020.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Tslearn, a machine learning toolkit for time series data.Journal of machine learning research, 21(118):1–6, 2020

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:51.961985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e48bf85f-5620-4d0d-91a0-a1345de7cfb4 · outbound

This paper cites Discovering similar multidimensional trajectories.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Discovering similar multidimensional trajectories

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:51.870849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 060fce23-3c51-48ad-b7bf-757a22b9cce5 · outbound

This paper cites Deep time series models: A comprehensive survey and benchmark.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2026.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Deep time series models: A comprehensive survey and benchmark.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2026

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:51.735177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 368c28ab-2c20-4703-a785-66b22f79f9e2 · outbound

This paper cites Unified training of universal time series forecasting transformers.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Unified training of universal time series forecasting transformers

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.885519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f225da4-b8f2-4a99-a27d-6d9dc558b5ad · outbound

This paper cites TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T00:27:48.934757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb1cb2a1-a523-43ae-b0d8-17d5dec598cc · outbound

This paper cites Estimating time series foundation model transferability via in-context learning.arXiv preprint arXiv:2509.23695, 2025.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Estimating time series foundation model transferability via in-context learning.arXiv preprint arXiv:2509.23695, 2025

Reference 41

Resolution: verified exact; raw_fallback, observed 2026-08-12T00:27:49.434767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 842f4c4a-1959-485d-b84b-84f71bcece57 · outbound

This paper cites Stock price prediction via discovering multi-frequency trading patterns.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Stock price prediction via discovering multi-frequency trading patterns

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:51.534750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8a215ba0-3e1d-4b41-a72e-893d997781b4 · outbound

This paper cites Unified transferability metrics for time series foundation models.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity Unified transferability metrics for time series foundation models

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:51.404847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2bc01982-9714-495a-a6ae-62e8260f1808 · outbound

This paper cites A similarity-based time series source dataset selection method for transfer learning.

TSDS-Toolbox: A Toolbox for Measuring Time-Series Dataset Similarity A similarity-based time series source dataset selection method for transfer learning

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:27:51.271344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.