Paper Citation Record · LEDGER

A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2411.06018.

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

pith.paper-citation-record.v1
2411.06018 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:31:45.980014Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T09:32:15.932451Z

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 c49cd0db-5bfc-402d-a030-e37225ab1cff · 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 A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:32:15.935024Z

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 54b8406a-10f3-4365-b5d2-06ac82230552 · inbound

TimeMaster: Training Time-Series Multimodal LLMs to Reason via Reinforcement Learning cites this paper.

TimeMaster: Training Time-Series Multimodal LLMs to Reason via Reinforcement Learning A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:31:45.980014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd1550c-63f2-48bc-b642-9987bdfb271a · inbound

TAT: Temporal-Aligned Transformer for Multi-Horizon Peak Demand Forecasting cites this paper.

TAT: Temporal-Aligned Transformer for Multi-Horizon Peak Demand Forecasting A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T17:37:51.742449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1729f09-bae7-44f3-a856-331bf39990bd · inbound

AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection cites this paper.

AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization

Reference 2008

Resolution: unresolved; no resolver link, observed 2026-08-03T03:12:06.232025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.