Paper Citation Record · LEDGER

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting

As of 13 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2509.00622.

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

pith.paper-citation-record.v1
2509.00622 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:29:04.628239Z

measured 51 of 51 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T17:44:46.822585Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

50 of 50 outbound references displayed

verified exact0
verified fuzzy0
unresolved50
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ab21c1bb-139b-4842-b4aa-f6539398336b · outbound

This paper cites GPT-4 Technical Report.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:00.595834Z

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Observation b6d6822f-48d8-4f82-8945-8bee50307ea0 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:08.966824Z

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

Observation 4bd6eee1-0580-4ec8-b578-8f9ca9d070cc · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:00.722765Z

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Observation 1645107e-eabe-4401-b9f8-e7fe40ce0e16 · outbound

This paper cites TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:00.791648Z

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Observation 741cf7d7-73ad-481c-b829-d8fa2dd294d3 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:08.594747Z

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

Observation 005dc289-aa9f-436a-ab6b-d5719c02725b · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:08.362677Z

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

Observation 3f987b6f-484a-41d3-8817-1e489f896d85 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:08.060765Z

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

Observation 7f2fdb6d-cf71-4fa6-b8bb-be02c00dc4ab · outbound

This paper cites Can LLMs Serve As Time Series Anomaly Detectors?.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Can LLMs Serve As Time Series Anomaly Detectors?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:01.156871Z

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Observation 2cf766f5-df18-47aa-b11b-5fea394327a3 · outbound

This paper cites Transformer Language Models without Positional Encodings Still Learn Positional Information.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Transformer Language Models without Positional Encodings Still Learn Positional Information

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:01.272274Z

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Observation 137d9f2a-1b5b-4232-b347-0fedf81ebcb1 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 10

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Observation c236ba48-3e3b-4997-a968-619ed5833d3d · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 11

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Observation 5eb6b458-a48f-4a62-838c-bfdb82d7ef09 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:01.538347Z

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Observation d3c1d603-762e-4c49-9d30-60b9bd732f2d · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 13

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Observation a2027fe2-2bd4-4b74-b72a-73e66511f150 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 14

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Observation 57a3fc17-f263-45c5-b38b-f42ed113bc22 · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:01.736212Z

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Observation 7877fb4f-4f45-4aa2-a1b3-48af77365b23 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:01.797126Z

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Observation 35aff65f-04de-4487-9656-802e985af8b4 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:07.787282Z

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

Observation 05639ea0-3cc0-4467-9c85-bb3a8a42c24e · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:07.520077Z

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

Observation 6cefcc51-7c2f-45e7-b57b-19d6cd517311 · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:02.028273Z

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Observation d75ea1f3-f9c2-41cc-8a33-45498fe1409e · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:07.154932Z

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

Observation 51fdbae6-446b-46c6-82c0-173fcdfae9e9 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:06.885151Z

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

Observation bda6c39b-8c4b-47c3-a2ca-4c6f03d963c2 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:06.575954Z

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Observation 4336d6e6-2a23-4382-a04c-e14fa3f941c8 · outbound

This paper cites DeepSeek-V3 Technical Report.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting DeepSeek-V3 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:02.367526Z

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Observation 61330db8-09ce-49dd-82b2-8b24d0027a75 · outbound

This paper cites TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:02.466074Z

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Observation cc814be6-3677-458c-b022-9f6a96841f5d · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:02.523866Z

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Observation ad484c81-9be1-4fee-9c04-2510a789b24d · outbound

This paper cites LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting

Reference 26

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Observation 1e69f641-6fae-4907-a459-1c22f7a3b22d · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:06.281835Z

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Observation 4495f38b-ec66-4c7d-953d-501729f5a96d · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:06.012316Z

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

Observation f4c3643d-5c3b-4e97-aaef-c4e5aeec3b97 · outbound

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

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:02.788312Z

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Observation 4d1acef0-654c-421f-a98d-cc8bd3903161 · outbound

This paper cites Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam

Reference 30

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Observation 2ccd906b-acd8-41a7-97ce-0c89c772bf8e · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Representation Learning with Contrastive Predictive Coding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:02.917174Z

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Observation b24cc8fd-8bc7-483c-93d9-008cd7635188 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 32

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Observation a345ccbc-6d47-497e-9e69-c907452c208f · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 33

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Observation a7c2fce4-56ab-4fe8-ba05-1a42b0cadfdc · outbound

This paper cites NumeroLogic: Number Encoding for Enhanced LLMs' Numerical Reasoning.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting NumeroLogic: Number Encoding for Enhanced LLMs' Numerical Reasoning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:03.136136Z

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Observation 1f50eb06-26b9-4c8f-8070-ce132f97a727 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:05.780264Z

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

Observation 49c8fbcb-3d5a-49a3-bcaf-e4333e50c2e9 · outbound

This paper cites Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:03.261497Z

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Observation 3bf5ba72-c72b-41a0-94b5-43a28bfd2f10 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:05.483548Z

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Observation b4432ff7-d64e-4bce-b93a-4fca67f20f6b · outbound

This paper cites TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:03.399696Z

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Observation c7f2b74d-d044-4749-990d-3795a51d56fe · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:03.471637Z

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Observation f088e735-c747-4f7f-bfad-fd91a5a35e35 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting LLaMA: Open and Efficient Foundation Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:03.631047Z

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Observation 04b8a2c7-c1fd-4bf7-a11a-679babb9fd90 · outbound

This paper cites TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:03.697770Z

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Observation 2310bee8-4c9d-44a1-885b-557d38278e94 · outbound

This paper cites TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:03.761296Z

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Observation 867347e4-c4ec-475a-8ec8-572818ffc281 · outbound

This paper cites Context is Key: A Benchmark for Forecasting with Essential Textual Information.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Context is Key: A Benchmark for Forecasting with Essential Textual Information

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:03.897233Z

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Observation f6fc905a-5bfe-470e-9c03-3491be0e3243 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:04.037558Z

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Observation a348ba2b-0192-476b-8cb9-57d2fa41d586 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:04.180903Z

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Observation 5894d12a-87be-4750-8af7-a82e9fbc44e3 · outbound

This paper cites Number Cookbook: Number Understanding of Language Models and How to Improve It.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Number Cookbook: Number Understanding of Language Models and How to Improve It

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:04.304860Z

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Observation babb7427-5d83-4625-a9c4-c716013f9d82 · outbound

This paper cites Are Transformers Effective for Time Series Forecasting?.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Are Transformers Effective for Time Series Forecasting?

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:04.398331Z

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Observation 31c2acb5-7ef2-4d5d-829c-fc24f649e580 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:29:05.279314Z

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

Observation b31cf617-52e4-4188-8801-4f4f133f7366 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T13:29:04.628239Z

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Observation eb6945ea-9661-4049-8e2b-4cb68a67e6b5 · outbound

This paper cites an unresolved cited work.

BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting Unresolved cited work

Reference 2024

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Pith citing papers

Observation a6f9b190-f406-471c-aa60-49701830424b · inbound

Rethinking Multimodal Fusion for Time Series: Text Modalities Need Constrained Fusion cites this paper.

Rethinking Multimodal Fusion for Time Series: Text Modalities Need Constrained Fusion BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T17:44:46.822585Z

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Unavailable: canonical work link unavailable.