Paper Citation Record · LEDGER

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series

As of 10 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2607.10740.

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

pith.paper-citation-record.v1
2607.10740 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-14T09:36:39.436015Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact0
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bc8e44eb-8859-4f88-a705-cd602ab0bcbd · outbound

This paper cites Attention is all you need,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Attention is all you need,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 803c5d1b-6e16-42b4-8b51-74eac831e893 · outbound

This paper cites Language mod- els are few-shot learners,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Language mod- els are few-shot learners,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f99fcd8-a38e-4df5-b6ca-5c40e3046d94 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58b5caaa-527f-4f0a-afd1-bb09d097a844 · outbound

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

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Informer: Beyond efficient transformer for long sequence time-series forecasting,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6231f8d6-32c3-4d32-a74c-0e91571aaeba · outbound

This paper cites Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02653d21-9fe7-47ef-9656-44611382e149 · outbound

This paper cites Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00f8b49f-745f-4bdb-a2ea-79286f594867 · outbound

This paper cites Are transformers effective for time series forecasting?.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Are transformers effective for time series forecasting?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 166f967a-075b-4023-89db-80083a00fb7b · outbound

This paper cites iTransformer: Inverted Transformers Are Effective for Time Series Forecasting.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8fff9af-071f-4985-99c2-28da056eeedc · outbound

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

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bbaf900-7491-4a0e-9a3e-aa8971a85924 · outbound

This paper cites Deepar: Probabilistic forecasting with autoregressive recurrent networks,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Deepar: Probabilistic forecasting with autoregressive recurrent networks,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8692ad6d-dfaf-465f-a139-63c387c216fa · outbound

This paper cites Deep state space models for time series forecasting,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Deep state space models for time series forecasting,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c2517ce-b5ee-453a-b04a-d33d0d19af1e · outbound

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

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Modeling long-and short-term temporal patterns with deep neural networks,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00be5038-7f70-4ac7-bfee-805eaad45386 · outbound

This paper cites Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0c01195-7725-4ef8-b399-cf4bcbc8727f · outbound

This paper cites Con- necting the dots: Multivariate time series forecasting with graph neural networks,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Con- necting the dots: Multivariate time series forecasting with graph neural networks,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd21197e-b4a0-40cf-82fa-ef6c2cd6b738 · outbound

This paper cites Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a4fbd4-0596-4278-858d-c75a2c4fdf6e · outbound

This paper cites Crossformer: Transformer utilizing cross- dimension dependency for multivariate time series forecasting,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Crossformer: Transformer utilizing cross- dimension dependency for multivariate time series forecasting,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7caa8c9d-92a9-4d3b-82e9-a461d0c947c1 · outbound

This paper cites A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d036552-ca19-4bd0-b647-90c88874e75b · outbound

This paper cites D2vformer: A flexible time-series prediction model based on time-position embedding,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series D2vformer: A flexible time-series prediction model based on time-position embedding,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ac7bda2-ffc4-4ce7-b3e5-dbac9dad8038 · outbound

This paper cites TimeCMA: Towards llm-empowered multivariate time series forecasting via cross-modality alignment,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series TimeCMA: Towards llm-empowered multivariate time series forecasting via cross-modality alignment,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb42fd7b-92ff-437f-acc1-1e8c1d9b2e2f · outbound

This paper cites Scinet: Time series modeling and forecasting with sample convolution and interaction,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Scinet: Time series modeling and forecasting with sample convolution and interaction,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9952680-f8e7-4b9f-a441-7528ab4563cc · outbound

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

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05921521-2973-4192-936a-8eb9aced3a47 · outbound

This paper cites Micn: Multi-scale local and global context modeling for long-term series forecasting,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Micn: Multi-scale local and global context modeling for long-term series forecasting,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f4406ff-584b-49cd-95f4-bfc9d184a392 · outbound

This paper cites Multi-Scale Dilated Convolution Network for Long-Term Time Series Forecasting.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Multi-Scale Dilated Convolution Network for Long-Term Time Series Forecasting

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0c6f19b-94e1-4de3-8f60-0617f969fdf7 · outbound

This paper cites TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3a9289f-bb81-4b18-a925-a17a04237099 · outbound

This paper cites Moderntcn: A modern pure convolution structure for general time series analysis,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Moderntcn: A modern pure convolution structure for general time series analysis,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a7fbcf8-36ed-4899-8c79-6165ec1ddfd3 · outbound

This paper cites Step-wise Distribution Alignment Guided Style Prompt Tuning for Source-free Cross-domain Few-shot Learning.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Step-wise Distribution Alignment Guided Style Prompt Tuning for Source-free Cross-domain Few-shot Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42af558b-4070-4ce3-8530-7aa02746b71a · outbound

This paper cites Sinkhorn distances: Lightspeed computation of optimal transport,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Sinkhorn distances: Lightspeed computation of optimal transport,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aef659e8-1079-4176-a0d8-d4dcdf43977a · outbound

This paper cites Sparse sinkhorn attention,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Sparse sinkhorn attention,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce503bd9-3031-4a2f-9e1b-f4eb152ccb54 · outbound

This paper cites Sinkformers: Trans- formers with doubly stochastic attention,.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Sinkformers: Trans- formers with doubly stochastic attention,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57927b41-7cee-4e85-bf8f-1f86701f9797 · outbound

This paper cites Learning Latent Permutations with Gumbel-Sinkhorn Networks.

Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series Learning Latent Permutations with Gumbel-Sinkhorn Networks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-14T09:36:39.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.