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Paper Citation Record · LEDGER

TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2509.24803.

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

pith.paper-citation-record.v1
2509.24803 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 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 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:27:16.544585Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T08:19:44.575679Z

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 db0ccf81-7a55-410a-8942-aa1f4f0d4299 · 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 TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T04:27:16.544585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:27:16.544585Z digest=sha256:3e2ab724b3bb5ae925975d76b8f9a6108f0ab5e83b0541fff7b12f280d0e6eb3

Observation a491fcf4-19ab-433c-a623-18a689352569 · inbound

STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning cites this paper.

STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-05-16T16:43:06.697702Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-05-16T16:41:55.444813Z digest=sha256:7e9e19bbb120efa889361ca4a45051515313eaaa6c70150b4d6a141e1dcdc5c3

Observation 2aa48ea5-a2e9-4f38-b1d0-bdb02c0c1d5a · inbound

HEARTS: Benchmarking LLM Reasoning on Health Time Series cites this paper.

HEARTS: Benchmarking LLM Reasoning on Health Time Series TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-02T21:02:27.335945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T21:02:27.335945Z digest=sha256:98e62a5fb053dc30ec79145ee0398905ce3c307aaf8ddbc659606af054524a27

Observation 16f95313-d3ee-4282-9226-befec5554c56 · inbound

LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics cites this paper.

LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-05-10T06:26:27.658242Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-05-10T06:22:14.332932Z digest=sha256:32960532a3f8d3ede14e14d2b634fc49dd475194dc3949d34d9092402a33ad51

Observation 534c8989-ad53-4e11-aeb4-aeed7e91edee · inbound

Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs cites this paper.

Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-05-22T07:16:12.773425Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-05-22T07:15:45.332957Z digest=sha256:667b1ae57484b08dfdeb123b19d52aee8aa09eb1a33a5a40c65dbf1bde5e427a

Observation b9eee778-15a4-40f7-bfd6-d7661acfcaca · inbound

KairosAgent: Agentic Time Series Forecasting with Fused Semantic Reasoning cites this paper.

KairosAgent: Agentic Time Series Forecasting with Fused Semantic Reasoning TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 4

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T07:23:12.668124Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-06-29T07:20:58.414177Z digest=sha256:a28964674f256c8db3f87f9afeaf1200b3d138e7327752815394828145d08fd4

Observation b7ef8395-d35d-4199-8c05-42aa982bead7 · inbound

TSQAgent: Rating Time Series Data Quality via Dedicated Agentic Reasoning cites this paper.

TSQAgent: Rating Time Series Data Quality via Dedicated Agentic Reasoning TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 30

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T03:36:29.887063Z

Source-reported events for the cited work

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

source=arxiv_source observed=2026-06-28T09:51:59.586487Z digest=sha256:b7904a52249d38d8dd392c425e87e55f2302a93ed5fee1e8bc2162811c4a4572

Observation 7bd38b18-3950-4a5d-aae6-4d777886773d · inbound

From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs cites this paper.

From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-07-04T08:19:44.577175Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-06-26T11:49:04.883246Z digest=sha256:44283b112f8409a20a10f2e272f55e5f1f3cddda4c7a12769e877127c866bb57

Observation 0e2f83ce-634a-4796-bc84-0d09d32842e7 · inbound

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning cites this paper.

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-13T05:38:27.357469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T05:38:27.357469Z digest=sha256:b4aa2ae8d7b156c66a21524bda8f86c40478a82766ef98a8791992f68e41efdd

Observation e51b15f6-da45-4615-aae3-555785b151c7 · inbound

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning cites this paper.

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-02T07:51:13.031013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:51:13.031013Z digest=sha256:488d980f174f9279f0fbe0acfe11345dd8d24a9e87f106783e52cffc9b8dd2c9

Observation ca61e676-4503-4428-8161-74359f02939b · 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 TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 13

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:52:42.813309Z digest=sha256:aea7f9c0b2da06461b810b03a981a7bb8b6b02b0da7d3779eb5535da3e1599d1

Observation 58e7896c-5bcd-4849-983f-306c1d94ff9d · 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 TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-01T01:06:47.609258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T01:06:47.609258Z digest=sha256:5f8c9984e39aae5479bc6ef9207f4e3510d07ec13492c472edd9f88a56e7e4be