Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:48:13.756330Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 2 inbound Pith citation observations for arXiv:2501.07335.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:48:13.756330Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T16:49:34.947744Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-29T07:23:13.469551Z
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5f955f8e-7b3a-4035-9a12-02ce5fddd6e4 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fa3f9a99-d8bc-4626-af2e-d1a14f78d299 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Chronos: Learning the Language of Time Series
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 276c7d75-4d14-4ad5-93ed-371804228231 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4c1fdebf-6f48-4bd6-bfed-bf46ce039005 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Menick, Sebastian Borgeaud, Andy Brock, Aida Nematzadeh, Sahand Sharifzadeh, Mikolaj Binkowski, Ricardo Bar- reira, Oriol Vinyals, Andrew Zisserman, and Karén Simonyan
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b3978b72-f683-466e-9ce4-29009d16ae10 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6b58aca0-57a3-4290-a3a4-d5610372ab54 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e2bf3422-015f-494c-8ed2-afde8b81a21d · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d28d7d63-01bb-4095-b674-ae56af2c64df · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Financial Time-Series Forecasting: Towards Synergizing Performance And Interpretability Within a Hybrid Machine Learning Approach
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9399d946-30c6-42a8-b6c8-5108d00e47d2 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Large Language Models: A Survey
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d97002c0-2eb7-4013-a66d-d39f0cd8b48c · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bd6aa3e4-0ba9-4c19-9ad5-f7c203fd7886 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2c7345dc-e2c2-4dcd-9d66-d3b157947dff · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Merrill, Mingtian Tan, Vinayak Gupta, Thomas Hartvigsen, and Tim Althoff
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2160aae5-e842-490d-8223-ec6fd2fd4f2c · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d74656d8-c261-461d-948f-8fe313770671 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding TimeSeriesExam: A time series understanding exam
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f84351e-603c-44b5-b55d-75b5cb627bd5 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a2c17e46-7e95-44b4-a327-419e64c3426d · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67e95e5c-1da1-471a-ab64-bf67eaf21378 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f2f00fbe-e802-4ebb-bd68-0b60d51c2a74 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 687358b7-e330-4d55-bec6-37d8ad56b375 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b3402767-11e7-40ed-a82c-8eb3d3cd922c · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1ca030f6-d94c-45fa-a24d-34901c32f012 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 58143c98-75a8-4d2f-8925-98b670aa8656 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Advancing Time Series Classification with Multimodal Language Modeling
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63ea9a43-2f9c-4d5f-abad-9efbef8670a8 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Gupta, and Jingbo Shang
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c5ec8340-6431-461b-ab46-f99e2647fe53 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 90e7d141-9a9c-43ff-8fad-2259317d0e71 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abe98b9b-b3f9-4fa7-90f1-b4fab30ae8e6 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Arik, Tomas Pfister, Yixiang Zheng, Wen Ye, and Yan Liu
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ce196d33-d417-494f-8cfc-7c714552a294 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation be3945be-e2eb-4148-8b95-e8c530d472e7 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Zhang, Xiaoming Shi, Pin-Yu Chen, Yuxuan Liang, Yuan-Fang Li, Shirui Pan, and Qingsong Wen
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d73abc0b-be24-4794-8a8f-e294e478ad2d · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78b34a45-de81-42bc-9a78-e317f10a92ab · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Are Language Models Actually Useful for Time Series Forecasting?
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99f8111f-706e-46e9-a472-2641152e896d · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Understanding Why Large Language Models Can Be Ineffective in Time Series Analysis: The Impact of Modality Alignment
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f2bf1f0-8297-431e-bdf4-57320358aa84 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 366d0a1f-e9c2-4cd6-abd1-f6278f26f6da · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84b34dc7-4266-41a3-8e77-9d8a9ec19337 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ea8f5b28-b86d-47ed-ba71-ee599b36d75b · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 91794b59-0bb9-4c42-923b-f570c656ba04 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 493df600-361a-452d-a38c-6b038db08890 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 66efac33-d8bf-426e-899b-371e08b1c94b · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 423dfa69-715a-46c8-af54-94169e952312 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2e78037c-884b-44de-8f14-120f6b8617f5 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Towards Time Series Reasoning with LLMs
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b54fc1a3-3b6f-4208-93ad-c5032a90c960 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9253fd07-1aaf-4ee8-a370-edb4cd495329 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3805b175-66c4-4d1c-80ce-26868367b03c · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e88fa2ff-1b58-4463-a5e4-e165a4caeb27 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Chi, Quoc V
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0be0195c-b8d9-4137-a689-7cc44e5821c5 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 60f6df1d-6338-4cbc-b64e-3da5f7307ad8 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 137878b0-04b6-4a8d-aff5-04fd6372f4de · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Meta Llama-3.2-1B
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4e88eb74-cbf4-4975-9bb8-2d4ccd87abd2 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Meta Llama-3.2-3B
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8afad0a7-6ccf-44db-8d48-0385bfec9fff · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c3db4319-bb52-4796-b0ad-e932725e4cee · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4a9571ff-3d6f-4b49-ae0c-784201a3bcbb · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f803a147-b23a-4759-a02b-6e2ffab55d66 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Openai GPT-3.5
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ae452bea-29c0-4097-9412-040e25fd3ac5 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Openai GPT-4
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9f283612-d62c-4c40-9e98-39bc69367c92 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5b959f0b-7705-4e6e-9cbd-f36ebcec90e3 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c800da4b-2703-428b-8724-2a84115fd165 · outbound
TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding AutoTimes: Autoregressive Time Series Forecasters via Large Language Models
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d039909-7313-4681-90d4-d7c393cf457d · inbound
A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding
Reference 139
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ebef065-e1b6-4c0b-85c6-f4cb2cde0ea1 · inbound
Tiny but Trusted: Efficient Vision-Language Reasoning for Time-Series Anomaly Detection TempoGPT: Enhancing Time Series Reasoning via Quantizing Embedding
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.