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Paper Citation Record · LEDGER

CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2403.07300.

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

pith.paper-citation-record.v1
2403.07300 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:08:10.478636Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T03:12:28.754018Z

Reference resolution

0 of 0 outbound references displayed

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  • verified fuzzy0
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  • malformed identifier0
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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 27b9bd56-c40b-4a60-933e-4ccbff8b8d20 · inbound

Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting cites this paper.

Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T18:18:54.977951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T18:18:54.977951Z digest=sha256:524c2c2811647639b595d3d0ac73fe2acd66815046694a1fff47dc8a4191edfb

Observation 3c5b4059-f7aa-42a8-a957-8d2b44703b43 · inbound

FoNE: Precise Single-Token Number Embeddings via Fourier Features cites this paper.

FoNE: Precise Single-Token Number Embeddings via Fourier Features CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-23T03:12:28.756929Z

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.

source=pdf_text observed=2026-05-23T03:07:37.363965Z digest=sha256:77b641f92a582654805472a5c916754964009015ebaa3cb903e70f08e33e7817

Observation a32cf386-ed54-455a-a130-a458991999c3 · inbound

FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting cites this paper.

FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-23T02:52:26.647748Z

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.

source=pdf_text observed=2026-05-23T02:49:40.277048Z digest=sha256:ba0fbfe5b6fb807781a78a7c80c00853e3fc90a92bb023787087980cef235989

Observation 4f6c9f0a-5f8e-47e9-8e08-137101def410 · inbound

Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting cites this paper.

Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T21:08:10.478636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:08:10.478636Z digest=sha256:d4d966a79e5cdd296e291fd5c4e5dd0e6882a3185f35e8ddb35c3a2fb75114cd

Observation 8194f0c9-4674-4798-9675-cd6817ab3a95 · inbound

Non-collective Calibrating Strategy for Time Series Forecasting cites this paper.

Non-collective Calibrating Strategy for Time Series Forecasting CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T12:52:48.772973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:52:48.772973Z digest=sha256:8874b70094c19252271a9036e309d1384c71dbde3e4935e8a31bcfe1920ce248

Observation a5b82ed6-9a27-43b8-8b01-feb298f92851 · inbound

From Time Series Analysis to Question Answering: A Survey in the LLM Era cites this paper.

From Time Series Analysis to Question Answering: A Survey in the LLM Era CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

Reference 69

Resolution
verified exact
arxiv_id, observed 2026-05-19T09:32:15.846762Z

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.

source=pdf_text observed=2026-05-19T09:31:55.829045Z digest=sha256:55e7a7fec08a8ea30b1a1f81470437d07af3407050c8c708b47a1012f8f6a4ac

Observation 8b30e9bd-0e33-42ad-9883-88e234be8003 · inbound

Scaling Transformers for Time Series Forecasting: Do Pretrained Large Models Outperform Small-Scale Alternatives? cites this paper.

Scaling Transformers for Time Series Forecasting: Do Pretrained Large Models Outperform Small-Scale Alternatives? CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T23:11:53.342851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:11:53.342851Z digest=sha256:543824a50687ce2df7a6f6076ed9a3a4895a163a78783edcb6661fa7cda928bf