Paper Citation Record · LEDGER

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting

As of 5 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2605.08668.

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

pith.paper-citation-record.v1
2605.08668 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T23:19:29.389806Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

29 of 29 outbound references displayed

verified exact1
verified fuzzy28
unresolved0
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0163883-84cf-45ce-b932-da81d9edbd77 · outbound

This paper cites Value-oriented data-driven approach for electrical load forecasting apt to facilitate vehicle-to-grid scheduling.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Value-oriented data-driven approach for electrical load forecasting apt to facilitate vehicle-to-grid scheduling

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.329085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7032db31-533d-4ae8-96ab-d3539a572164 · outbound

This paper cites Guest editorial: Energy management, protocols, and security for the next-generation networks and internet of things.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Guest editorial: Energy management, protocols, and security for the next-generation networks and internet of things

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.319913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6da53467-136b-453d-ba87-4246513d0bd1 · outbound

This paper cites Parsimonious short-term load forecasting for optimal operation planning of electrical distribution systems.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Parsimonious short-term load forecasting for optimal operation planning of electrical distribution systems

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.321815Z

Source-reported events for the cited work

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Observation aaef7ab1-0a25-4e47-99a1-1b86955befc8 · outbound

This paper cites Short- term load forecasting with seasonal decomposition using evolution for parameter tuning.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Short- term load forecasting with seasonal decomposition using evolution for parameter tuning

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.323651Z

Source-reported events for the cited work

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Observation 543b8389-8f77-4ebe-b7d7-68d9253e7bc7 · outbound

This paper cites Bilstm multitask learning-based combined load forecasting considering the loads coupling relationship for multienergy system.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Bilstm multitask learning-based combined load forecasting considering the loads coupling relationship for multienergy system

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.310939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 05c72bf8-9d5c-4eaa-89b3-d314b523681f · outbound

This paper cites Attention is all you need.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Attention is all you need

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.312611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9a9ce0a1-b018-49bd-b0ec-45272b1af805 · outbound

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

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.317895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 82628d44-e415-410e-9675-3040259ef0a2 · outbound

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

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Informer: Beyond efficient transformer for long sequence time-series forecasting

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.327338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4f080fcd-4869-4cdc-9d44-f1e378d983c0 · outbound

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

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Fedformer: Frequency enhanced decomposed transformer for long-term series fore- casting

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.325508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 90fa1776-4aee-4991-a36c-d42acecde5d4 · outbound

This paper cites Probabilistic multienergy load forecasting based on hybrid attention- enabled transformer network and gaussian process-aided residual learn- ing.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Probabilistic multienergy load forecasting based on hybrid attention- enabled transformer network and gaussian process-aided residual learn- ing

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.303481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 55993400-8d5d-46dc-8ed7-d15148f1f9f2 · outbound

This paper cites Probabilistic multi- energy load forecasting for integrated energy system based on bayesian transformer network.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Probabilistic multi- energy load forecasting for integrated energy system based on bayesian transformer network

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.305345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation be0d83d1-7e46-484b-ba33-4fa989113fbd · outbound

This paper cites Promptcast: A new prompt-based learning paradigm for time series forecasting.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Promptcast: A new prompt-based learning paradigm for time series forecasting

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.309067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ab28f153-9371-4491-ab12-3d32516c0d48 · outbound

This paper cites Trace: Unlocking the potential of llms in time series forecasting for distributed energy resources.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Trace: Unlocking the potential of llms in time series forecasting for distributed energy resources

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.301650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5e5c7533-ee76-47bb-ad18-1dc356418c91 · outbound

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

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Unitime: A language-empowered unified model for cross-domain time series forecasting

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.307188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 81a47d82-b493-43e2-a6aa-cb86589b3c26 · outbound

This paper cites Llm4ts: Aligning pre-trained llms as data-efficient time-series forecasters.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Llm4ts: Aligning pre-trained llms as data-efficient time-series forecasters

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.316070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2d79dfd0-54ed-4820-904b-55768009f296 · outbound

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

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Time-llm: Time series forecasting by reprogramming large language models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.336042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5c017c6f-242d-46a3-87ef-7ecbd618a474 · outbound

This paper cites Visionts: Vi- sual masked autoencoders are free-lunch zero-shot time series forecast- ers.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Visionts: Vi- sual masked autoencoders are free-lunch zero-shot time series forecast- ers

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.298040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 895173c7-3204-42d4-b9e9-5c2895b2998d · outbound

This paper cites Timemixer++: A general time series pattern machine for universal predictive analysis.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Timemixer++: A general time series pattern machine for universal predictive analysis

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.337720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 914b5b58-0816-4139-b79e-3a5206ec5533 · outbound

This paper cites Time-vlm: Exploring multimodal vision-language models for augmented time series forecasting.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Time-vlm: Exploring multimodal vision-language models for augmented time series forecasting

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.334220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bee0ab90-a898-4194-9f91-393388260e90 · outbound

This paper cites Long short-term memory.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Long short-term memory

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.332398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d83fa4cf-6d87-4b4f-8a4e-6290a7163976 · outbound

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

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Are transformers effective for time series forecasting?

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.296183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation edef2448-ed39-4419-ae2f-a4161f5b57a8 · outbound

This paper cites A time series is worth 64 words: Long-term forecasting with transformers.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting A time series is worth 64 words: Long-term forecasting with transformers

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.299815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a697d762-86c1-4e5b-ab5a-f96205ab1f38 · outbound

This paper cites Day-ahead probabilistic load forecasting: A multi-information fusion and noncrossing quantiles method.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Day-ahead probabilistic load forecasting: A multi-information fusion and noncrossing quantiles method

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.314264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fbbe8cef-eba9-4ce5-bf62-806e65468fdc · outbound

This paper cites One fits all: Power general time series analysis by pretrained lm.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting One fits all: Power general time series analysis by pretrained lm

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.330824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 535c6fc0-aaa9-4887-9e80-e4de54f10564 · outbound

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

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Timecma: Towards llm-empowered multivariate time series forecasting via cross-modality alignment

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.341812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6c0fc6e6-c5b2-4f33-bd56-e04ec5a1d33b · outbound

This paper cites Nonnegative Decomposition of Multivariate Information.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Nonnegative Decomposition of Multivariate Information

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-07-01T13:25:45.135946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 62c8b718-7154-43b7-86dd-a8e1af0aeb7a · outbound

This paper cites What to align in multimodal contrastive learning?.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting What to align in multimodal contrastive learning?

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.345235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a79f49f2-c0e1-43b6-af7b-1f123402cce3 · outbound

This paper cites Comprehensive energy demand and usage data for building automation.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Comprehensive energy demand and usage data for building automation

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.343509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3a10e5b2-5c42-4a27-b9e0-f156db687409 · outbound

This paper cites Comprehen- sive dataset on electrical load profiles for energy community in ireland.

Beyond Information Redundancy: Expanding Cross-Modal Knowledge Representation for Power Load Time Series Forecasting Comprehen- sive dataset on electrical load profiles for energy community in ireland

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T11:23:43.339941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

No inbound Pith citation observations are available.