Paper Citation Record · LEDGER

The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2304.05206.

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

pith.paper-citation-record.v1
2304.05206 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:30:19.554204Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T18:54:58.790757Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 1a0f2862-9b04-4f02-ac0b-319a78b2fa03 · inbound

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

iTransformer: Inverted Transformers Are Effective for Time Series Forecasting The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-13T18:54:58.792455Z

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.

Observation 0e5b29c0-db36-4bcc-b334-9bc86c761774 · inbound

Fine-Tuning Pre-trained Large Time Series Models for Prediction of Wind Turbine SCADA Data cites this paper.

Fine-Tuning Pre-trained Large Time Series Models for Prediction of Wind Turbine SCADA Data The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T05:28:56.568998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5da67de9-88d0-4d6f-b309-b0d2ba115e68 · inbound

xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition cites this paper.

xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T05:42:17.281798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa433ece-4a9b-4636-8c78-7a6eb3503520 · inbound

Enhancing Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding cites this paper.

Enhancing Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:30:19.554204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6949c477-cda1-4054-a5ba-772b16032506 · inbound

Channel Normalization for Time Series Channel Identification cites this paper.

Channel Normalization for Time Series Channel Identification The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:12:14.000445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5b2da04-a8e7-4165-8086-f42820050a3c · inbound

Ground-Truth Neighborhood Regularization for Reinforcement Learning Post-Training of Time Series Foundation Models cites this paper.

Ground-Truth Neighborhood Regularization for Reinforcement Learning Post-Training of Time Series Foundation Models The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:40.450753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.