Paper Citation Record · LEDGER

Large Language Models for Time Series: A Survey

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 24 inbound Pith citation observations for arXiv:2402.01801.

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

pith.paper-citation-record.v1
2402.01801 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 24 of 24 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:26:58.220422Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

9
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 67183dd9-217d-4455-8917-8e0509c62b4f · inbound

Graph-Based Physics-Guided Urban PM2.5 Air Quality Imputation with Constrained Monitoring Data cites this paper.

Graph-Based Physics-Guided Urban PM2.5 Air Quality Imputation with Constrained Monitoring Data Large Language Models for Time Series: A Survey

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:02.961753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fce09e0-6a1f-463e-a22c-6fcca2d97616 · inbound

Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs cites this paper.

Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs Large Language Models for Time Series: A Survey

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T09:22:14.303911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f4a3a61a-4a56-49d1-9753-b305801786c8 · inbound

Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs cites this paper.

Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs Large Language Models for Time Series: A Survey

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T04:27:17.402857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2dfa6de-e43b-42a4-8246-6650ab05c8b8 · inbound

Large Language models for Time Series Analysis: Techniques, Applications, and Challenges cites this paper.

Large Language models for Time Series Analysis: Techniques, Applications, and Challenges Large Language Models for Time Series: A Survey

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:58.220422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8471fffc-6240-464d-8e7d-ce10c477aed3 · inbound

Imputation of Longitudinal Data Using GANs: Challenges and Implications for Classification cites this paper.

Imputation of Longitudinal Data Using GANs: Challenges and Implications for Classification Large Language Models for Time Series: A Survey

Reference 234

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:54.663875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73591100-a45d-410f-abdf-fb2895542b50 · inbound

FAF: A Feature-Adaptive Framework for Few-Shot Time Series Forecasting cites this paper.

FAF: A Feature-Adaptive Framework for Few-Shot Time Series Forecasting Large Language Models for Time Series: A Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:11:49.093969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c0b2544-c85c-4e99-b096-e4a5b444ee91 · inbound

Data Mixing Agent: Learning to Re-weight Domains for Continual Pre-training cites this paper.

Data Mixing Agent: Learning to Re-weight Domains for Continual Pre-training Large Language Models for Time Series: A Survey

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T03:37:00.858436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c13c996c-74a8-4b8c-b5ba-8cc024e02dec · inbound

ELATE: Evolutionary Language model for Automated Time-series Engineering cites this paper.

ELATE: Evolutionary Language model for Automated Time-series Engineering Large Language Models for Time Series: A Survey

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-05T18:26:32.707519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d22cb64-0387-4f80-b670-cbf2ecae5369 · inbound

Technology-assisted Personalized Yoga for Better Health -- Challenges and Outlook cites this paper.

Technology-assisted Personalized Yoga for Better Health -- Challenges and Outlook Large Language Models for Time Series: A Survey

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T19:52:36.065633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9974df22-5056-43fd-b78d-6b04999b62f9 · inbound

BEDTime: A Unified Benchmark for Automatically Describing Time Series cites this paper.

BEDTime: A Unified Benchmark for Automatically Describing Time Series Large Language Models for Time Series: A Survey

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-18T18:56:46.020977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1e172f77-3785-45e6-89cd-591ac47023f6 · inbound

TS-Agent: Understanding and Reasoning Over Raw Time Series via Iterative Insight Gathering cites this paper.

TS-Agent: Understanding and Reasoning Over Raw Time Series via Iterative Insight Gathering Large Language Models for Time Series: A Survey

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T09:11:09.631085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 05b81ca4-4ef3-445f-b90e-a9ae8820cfb2 · inbound

TSAQA: Time Series Analysis Question And Answering Benchmark cites this paper.

TSAQA: Time Series Analysis Question And Answering Benchmark Large Language Models for Time Series: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T06:16:23.471745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13a5cf4f-78cb-4f08-b781-80a7dc8170e6 · inbound

Natural Language Interfaces for Spatial and Temporal Databases: A Comprehensive Overview of Methods, Taxonomy, and Future Directions cites this paper.

Natural Language Interfaces for Spatial and Temporal Databases: A Comprehensive Overview of Methods, Taxonomy, and Future Directions Large Language Models for Time Series: A Survey

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T00:19:35.428892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 10c77378-2438-457c-afed-41021f94e380 · inbound

Time Series Augmented Generation for Financial Applications cites this paper.

Time Series Augmented Generation for Financial Applications Large Language Models for Time Series: A Survey

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:01:26.104221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 93b77ff0-14f5-476c-a4ed-a2659876515d · inbound

Physics-Aware LLM-Based Probabilistic Wind Power Scenario Generation under Extreme Icing Conditions cites this paper.

Physics-Aware LLM-Based Probabilistic Wind Power Scenario Generation under Extreme Icing Conditions Large Language Models for Time Series: A Survey

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T21:26:12.636067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa3f2bcd-b455-4609-b542-c6829a574a1f · inbound

Large Language Models for Sequential Decision-Making: Improving In-Context Learning via Supervised Fine-Tuning cites this paper.

Large Language Models for Sequential Decision-Making: Improving In-Context Learning via Supervised Fine-Tuning Large Language Models for Time Series: A Survey

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T02:41:17.185871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9cb21523-1ace-4e60-9248-ae48dc2d01b3 · inbound

Efficient and Adaptive Human Activity Recognition via LLM Backbones cites this paper.

Efficient and Adaptive Human Activity Recognition via LLM Backbones Large Language Models for Time Series: A Survey

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T06:57:27.873126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 218f65bc-285d-4850-8053-ff6a5ba131cd · inbound

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference cites this paper.

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference Large Language Models for Time Series: A Survey

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-22T02:50:57.813876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4f8ad5f9-3a76-40e7-8586-5db98dab5e6e · inbound

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference cites this paper.

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference Large Language Models for Time Series: A Survey

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-25T02:55:16.049921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1c257c2-6d58-4ce5-bd23-b5c969876959 · inbound

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference cites this paper.

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference Large Language Models for Time Series: A Survey

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-06-30T16:44:55.538728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 64adc2fb-6a34-4251-b07b-359b6a7332f7 · inbound

InA-Probe: Instruction-Aware Active Probing for Time Series Forecasting with LLMs cites this paper.

InA-Probe: Instruction-Aware Active Probing for Time Series Forecasting with LLMs Large Language Models for Time Series: A Survey

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T22:37:25.493083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 85f339b3-4adb-434d-9a56-8be19e9002da · inbound

CausalMoE: A Billion-Scale Multimodal Foundation Model for Granger Causal Discovery with Pattern-Routed Heterogeneous Experts cites this paper.

CausalMoE: A Billion-Scale Multimodal Foundation Model for Granger Causal Discovery with Pattern-Routed Heterogeneous Experts Large Language Models for Time Series: A Survey

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:38:19.515187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a80e7503-9390-4401-9214-1a2732fd5f68 · inbound

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series cites this paper.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Large Language Models for Time Series: A Survey

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-14T14:52:42.813309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d62da6ba-c0c9-436b-9a79-f58edc60d97c · inbound

A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series cites this paper.

A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series Large Language Models for Time Series: A Survey

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T01:06:49.993008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.